fix: Stupid logic error.

Co-authored-by: IvanX006 <ivan@bitechsystems.co.za> Co-authored-by: Warkanum <HEIN.PUTH@GMAIL.COM> Co-authored-by: Hein <hein@bitechsystems.co.za>
Fixed tests failing due to reponse header status
2025-12-29 15:54:26 +00:00 · 2025-12-19 16:52:34 +02:00 · 2025-12-19 16:50:16 +02:00 · 2025-12-19 16:42:38 +02:00 · 2025-12-19 16:42:01 +02:00 · 2025-12-19 16:32:14 +02:00
37 changed files with 3252 additions and 391 deletions
--- a/6
+++ b/6
@@ -16,7 +16,7 @@ test: test-unit test-integration
 # Start PostgreSQL for integration tests
 docker-up:
 	@echo "Starting PostgreSQL container..."
-	@docker-compose up -d postgres-test
+	@podman compose up -d postgres-test
 	@echo "Waiting for PostgreSQL to be ready..."
 	@sleep 5
 	@echo "PostgreSQL is ready!"
@@ -24,12 +24,12 @@ docker-up:
 # Stop PostgreSQL container
 docker-down:
 	@echo "Stopping PostgreSQL container..."
-	@docker-compose down
+	@podman compose down

 # Clean up Docker volumes and test data
 clean:
 	@echo "Cleaning up..."
-	@docker-compose down -v
+	@podman compose down -v
 	@echo "Cleanup complete!"

 # Run integration tests with Docker (full workflow)
--- a/go.mod
+++ b/go.mod
@@ -11,15 +11,17 @@ require (
 	github.com/glebarez/sqlite v1.11.0
 	github.com/google/uuid v1.6.0
 	github.com/gorilla/mux v1.8.1
+	github.com/jackc/pgx/v5 v5.6.0
 	github.com/prometheus/client_golang v1.23.2
 	github.com/redis/go-redis/v9 v9.17.1
 	github.com/spf13/viper v1.21.0
 	github.com/stretchr/testify v1.11.1
+	github.com/testcontainers/testcontainers-go v0.40.0
 	github.com/tidwall/gjson v1.18.0
 	github.com/tidwall/sjson v1.2.5
-	github.com/uptrace/bun v1.2.15
-	github.com/uptrace/bun/dialect/sqlitedialect v1.2.15
-	github.com/uptrace/bun/driver/sqliteshim v1.2.15
+	github.com/uptrace/bun v1.2.16
+	github.com/uptrace/bun/dialect/sqlitedialect v1.2.16
+	github.com/uptrace/bun/driver/sqliteshim v1.2.16
 	github.com/uptrace/bunrouter v1.0.23
 	go.opentelemetry.io/otel v1.38.0
 	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0
@@ -33,36 +35,68 @@ require (
 )

 require (
+	dario.cat/mergo v1.0.2 // indirect
+	github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 // indirect
+	github.com/Microsoft/go-winio v0.6.2 // indirect
 	github.com/beorn7/perks v1.0.1 // indirect
+	github.com/cenkalti/backoff/v4 v4.3.0 // indirect
 	github.com/cenkalti/backoff/v5 v5.0.3 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
+	github.com/containerd/errdefs v1.0.0 // indirect
+	github.com/containerd/errdefs/pkg v0.3.0 // indirect
+	github.com/containerd/log v0.1.0 // indirect
+	github.com/containerd/platforms v0.2.1 // indirect
+	github.com/cpuguy83/dockercfg v0.3.2 // indirect
 	github.com/davecgh/go-spew v1.1.1 // indirect
 	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
+	github.com/distribution/reference v0.6.0 // indirect
+	github.com/docker/docker v28.5.1+incompatible // indirect
+	github.com/docker/go-connections v0.6.0 // indirect
+	github.com/docker/go-units v0.5.0 // indirect
 	github.com/dustin/go-humanize v1.0.1 // indirect
+	github.com/ebitengine/purego v0.8.4 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/fsnotify/fsnotify v1.9.0 // indirect
 	github.com/glebarez/go-sqlite v1.21.2 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/go-ole/go-ole v1.2.6 // indirect
 	github.com/go-viper/mapstructure/v2 v2.4.0 // indirect
 	github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
-	github.com/jackc/pgx/v5 v5.6.0 // indirect
 	github.com/jackc/puddle/v2 v2.2.2 // indirect
 	github.com/jinzhu/inflection v1.0.0 // indirect
 	github.com/jinzhu/now v1.1.5 // indirect
+	github.com/klauspost/compress v1.18.0 // indirect
+	github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect
+	github.com/magiconair/properties v1.8.10 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
-	github.com/mattn/go-sqlite3 v1.14.28 // indirect
+	github.com/mattn/go-sqlite3 v1.14.32 // indirect
+	github.com/moby/docker-image-spec v1.3.1 // indirect
+	github.com/moby/go-archive v0.1.0 // indirect
+	github.com/moby/patternmatcher v0.6.0 // indirect
+	github.com/moby/sys/sequential v0.6.0 // indirect
+	github.com/moby/sys/user v0.4.0 // indirect
+	github.com/moby/sys/userns v0.1.0 // indirect
+	github.com/moby/term v0.5.0 // indirect
+	github.com/morikuni/aec v1.0.0 // indirect
 	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
-	github.com/ncruces/go-strftime v0.1.9 // indirect
+	github.com/ncruces/go-strftime v1.0.0 // indirect
+	github.com/opencontainers/go-digest v1.0.0 // indirect
+	github.com/opencontainers/image-spec v1.1.1 // indirect
 	github.com/pelletier/go-toml/v2 v2.2.4 // indirect
+	github.com/pkg/errors v0.9.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect
 	github.com/prometheus/client_model v0.6.2 // indirect
 	github.com/prometheus/common v0.66.1 // indirect
 	github.com/prometheus/procfs v0.16.1 // indirect
 	github.com/puzpuzpuz/xsync/v3 v3.5.1 // indirect
 	github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
 	github.com/sagikazarmark/locafero v0.11.0 // indirect
+	github.com/shirou/gopsutil/v4 v4.25.6 // indirect
+	github.com/sirupsen/logrus v1.9.3 // indirect
 	github.com/sourcegraph/conc v0.3.1-0.20240121214520-5f936abd7ae8 // indirect
 	github.com/spf13/afero v1.15.0 // indirect
 	github.com/spf13/cast v1.10.0 // indirect
@@ -70,28 +104,34 @@ require (
 	github.com/subosito/gotenv v1.6.0 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.0 // indirect
+	github.com/tklauser/go-sysconf v0.3.12 // indirect
+	github.com/tklauser/numcpus v0.6.1 // indirect
 	github.com/tmthrgd/go-hex v0.0.0-20190904060850-447a3041c3bc // indirect
 	github.com/vmihailenco/msgpack/v5 v5.4.1 // indirect
 	github.com/vmihailenco/tagparser/v2 v2.0.0 // indirect
+	github.com/yusufpapurcu/wmi v1.2.4 // indirect
 	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.49.0 // indirect
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/proto/otlp v1.7.1 // indirect
 	go.uber.org/multierr v1.10.0 // indirect
 	go.yaml.in/yaml/v2 v2.4.2 // indirect
 	go.yaml.in/yaml/v3 v3.0.4 // indirect
-	golang.org/x/crypto v0.41.0 // indirect
-	golang.org/x/exp v0.0.0-20250711185948-6ae5c78190dc // indirect
-	golang.org/x/net v0.43.0 // indirect
-	golang.org/x/sync v0.16.0 // indirect
-	golang.org/x/sys v0.35.0 // indirect
-	golang.org/x/text v0.28.0 // indirect
+	golang.org/x/crypto v0.43.0 // indirect
+	golang.org/x/exp v0.0.0-20251113190631-e25ba8c21ef6 // indirect
+	golang.org/x/net v0.45.0 // indirect
+	golang.org/x/sync v0.18.0 // indirect
+	golang.org/x/sys v0.38.0 // indirect
+	golang.org/x/text v0.30.0 // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20250825161204-c5933d9347a5 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20250825161204-c5933d9347a5 // indirect
 	google.golang.org/grpc v1.75.0 // indirect
 	google.golang.org/protobuf v1.36.8 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
-	modernc.org/libc v1.66.3 // indirect
+	modernc.org/libc v1.67.0 // indirect
 	modernc.org/mathutil v1.7.1 // indirect
 	modernc.org/memory v1.11.0 // indirect
-	modernc.org/sqlite v1.38.0 // indirect
+	modernc.org/sqlite v1.40.1 // indirect
 )
+
+replace github.com/uptrace/bun => github.com/warkanum/bun v1.2.17
--- a/go.sum
+++ b/go.sum
@@ -1,5 +1,13 @@
+dario.cat/mergo v1.0.2 h1:85+piFYR1tMbRrLcDwR18y4UKJ3aH1Tbzi24VRW1TK8=
+dario.cat/mergo v1.0.2/go.mod h1:E/hbnu0NxMFBjpMIE34DRGLWqDy0g5FuKDhCb31ngxA=
+github.com/AdaLogics/go-fuzz-headers v0.0.0-20240806141605-e8a1dd7889d6 h1:He8afgbRMd7mFxO99hRNu+6tazq8nFF9lIwo9JFroBk=
+github.com/AdaLogics/go-fuzz-headers v0.0.0-20240806141605-e8a1dd7889d6/go.mod h1:8o94RPi1/7XTJvwPpRSzSUedZrtlirdB3r9Z20bi2f8=
+github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 h1:UQHMgLO+TxOElx5B5HZ4hJQsoJ/PvUvKRhJHDQXO8P8=
+github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1/go.mod h1:xomTg63KZ2rFqZQzSB4Vz2SUXa1BpHTVz9L5PTmPC4E=
 github.com/DATA-DOG/go-sqlmock v1.5.2 h1:OcvFkGmslmlZibjAjaHm3L//6LiuBgolP7OputlJIzU=
 github.com/DATA-DOG/go-sqlmock v1.5.2/go.mod h1:88MAG/4G7SMwSE3CeA0ZKzrT5CiOU3OJ+JlNzwDqpNU=
+github.com/Microsoft/go-winio v0.6.2 h1:F2VQgta7ecxGYO8k3ZZz3RS8fVIXVxONVUPlNERoyfY=
+github.com/Microsoft/go-winio v0.6.2/go.mod h1:yd8OoFMLzJbo9gZq8j5qaps8bJ9aShtEA8Ipt1oGCvU=
 github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
 github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw=
 github.com/bradfitz/gomemcache v0.0.0-20250403215159-8d39553ac7cf h1:TqhNAT4zKbTdLa62d2HDBFdvgSbIGB3eJE8HqhgiL9I=
@@ -8,17 +16,43 @@ github.com/bsm/ginkgo/v2 v2.12.0 h1:Ny8MWAHyOepLGlLKYmXG4IEkioBysk6GpaRTLC8zwWs=
 github.com/bsm/ginkgo/v2 v2.12.0/go.mod h1:SwYbGRRDovPVboqFv0tPTcG1sN61LM1Z4ARdbAV9g4c=
 github.com/bsm/gomega v1.27.10 h1:yeMWxP2pV2fG3FgAODIY8EiRE3dy0aeFYt4l7wh6yKA=
 github.com/bsm/gomega v1.27.10/go.mod h1:JyEr/xRbxbtgWNi8tIEVPUYZ5Dzef52k01W3YH0H+O0=
+github.com/cenkalti/backoff/v4 v4.3.0 h1:MyRJ/UdXutAwSAT+s3wNd7MfTIcy71VQueUuFK343L8=
+github.com/cenkalti/backoff/v4 v4.3.0/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
 github.com/cenkalti/backoff/v5 v5.0.3 h1:ZN+IMa753KfX5hd8vVaMixjnqRZ3y8CuJKRKj1xcsSM=
 github.com/cenkalti/backoff/v5 v5.0.3/go.mod h1:rkhZdG3JZukswDf7f0cwqPNk4K0sa+F97BxZthm/crw=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
+github.com/containerd/errdefs v1.0.0 h1:tg5yIfIlQIrxYtu9ajqY42W3lpS19XqdxRQeEwYG8PI=
+github.com/containerd/errdefs v1.0.0/go.mod h1:+YBYIdtsnF4Iw6nWZhJcqGSg/dwvV7tyJ/kCkyJ2k+M=
+github.com/containerd/errdefs/pkg v0.3.0 h1:9IKJ06FvyNlexW690DXuQNx2KA2cUJXx151Xdx3ZPPE=
+github.com/containerd/errdefs/pkg v0.3.0/go.mod h1:NJw6s9HwNuRhnjJhM7pylWwMyAkmCQvQ4GpJHEqRLVk=
+github.com/containerd/log v0.1.0 h1:TCJt7ioM2cr/tfR8GPbGf9/VRAX8D2B4PjzCpfX540I=
+github.com/containerd/log v0.1.0/go.mod h1:VRRf09a7mHDIRezVKTRCrOq78v577GXq3bSa3EhrzVo=
+github.com/containerd/platforms v0.2.1 h1:zvwtM3rz2YHPQsF2CHYM8+KtB5dvhISiXh5ZpSBQv6A=
+github.com/containerd/platforms v0.2.1/go.mod h1:XHCb+2/hzowdiut9rkudds9bE5yJ7npe7dG/wG+uFPw=
+github.com/cpuguy83/dockercfg v0.3.2 h1:DlJTyZGBDlXqUZ2Dk2Q3xHs/FtnooJJVaad2S9GKorA=
+github.com/cpuguy83/dockercfg v0.3.2/go.mod h1:sugsbF4//dDlL/i+S+rtpIWp+5h0BHJHfjj5/jFyUJc=
+github.com/creack/pty v1.1.18 h1:n56/Zwd5o6whRC5PMGretI4IdRLlmBXYNjScPaBgsbY=
+github.com/creack/pty v1.1.18/go.mod h1:MOBLtS5ELjhRRrroQr9kyvTxUAFNvYEK993ew/Vr4O4=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
+github.com/distribution/reference v0.6.0 h1:0IXCQ5g4/QMHHkarYzh5l+u8T3t73zM5QvfrDyIgxBk=
+github.com/distribution/reference v0.6.0/go.mod h1:BbU0aIcezP1/5jX/8MP0YiH4SdvB5Y4f/wlDRiLyi3E=
+github.com/docker/docker v28.5.1+incompatible h1:Bm8DchhSD2J6PsFzxC35TZo4TLGR2PdW/E69rU45NhM=
+github.com/docker/docker v28.5.1+incompatible/go.mod h1:eEKB0N0r5NX/I1kEveEz05bcu8tLC/8azJZsviup8Sk=
+github.com/docker/go-connections v0.6.0 h1:LlMG9azAe1TqfR7sO+NJttz1gy6KO7VJBh+pMmjSD94=
+github.com/docker/go-connections v0.6.0/go.mod h1:AahvXYshr6JgfUJGdDCs2b5EZG/vmaMAntpSFH5BFKE=
+github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4=
+github.com/docker/go-units v0.5.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk=
 github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
 github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
+github.com/ebitengine/purego v0.8.4 h1:CF7LEKg5FFOsASUj0+QwaXf8Ht6TlFxg09+S9wz0omw=
+github.com/ebitengine/purego v0.8.4/go.mod h1:iIjxzd6CiRiOG0UyXP+V1+jWqUXVjPKLAI0mRfJZTmQ=
+github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
+github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
 github.com/frankban/quicktest v1.14.6 h1:7Xjx+VpznH+oBnejlPUj8oUpdxnVs4f8XU8WnHkI4W8=
 github.com/frankban/quicktest v1.14.6/go.mod h1:4ptaffx2x8+WTWXmUCuVU6aPUX1/Mz7zb5vbUoiM6w0=
 github.com/fsnotify/fsnotify v1.9.0 h1:2Ml+OJNzbYCTzsxtv8vKSFD9PbJjmhYF14k/jKC7S9k=
@@ -36,10 +70,13 @@ github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
 github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
+github.com/go-ole/go-ole v1.2.6 h1:/Fpf6oFPoeFik9ty7siob0G6Ke8QvQEuVcuChpwXzpY=
+github.com/go-ole/go-ole v1.2.6/go.mod h1:pprOEPIfldk/42T2oK7lQ4v4JSDwmV0As9GaiUsvbm0=
 github.com/go-viper/mapstructure/v2 v2.4.0 h1:EBsztssimR/CONLSZZ04E8qAkxNYq4Qp9LvH92wZUgs=
 github.com/go-viper/mapstructure/v2 v2.4.0/go.mod h1:oJDH3BJKyqBA2TXFhDsKDGDTlndYOZ6rGS0BRZIxGhM=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
+github.com/google/go-cmp v0.5.6/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
 github.com/google/pprof v0.0.0-20250317173921-a4b03ec1a45e h1:ijClszYn+mADRFY17kjQEVQ1XRhq2/JR1M3sGqeJoxs=
@@ -50,6 +87,8 @@ github.com/gorilla/mux v1.8.1 h1:TuBL49tXwgrFYWhqrNgrUNEY92u81SPhu7sTdzQEiWY=
 github.com/gorilla/mux v1.8.1/go.mod h1:AKf9I4AEqPTmMytcMc0KkNouC66V3BtZ4qD5fmWSiMQ=
 github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2 h1:8Tjv8EJ+pM1xP8mK6egEbD1OgnVTyacbefKhmbLhIhU=
 github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2/go.mod h1:pkJQ2tZHJ0aFOVEEot6oZmaVEZcRme73eIFmhiVuRWs=
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@@ -71,14 +110,40 @@ github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
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@@ -105,6 +172,10 @@ github.com/rogpeppe/go-internal v1.13.1 h1:KvO1DLK/DRN07sQ1LQKScxyZJuNnedQ5/wKSR
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@@ -116,12 +187,16 @@ github.com/spf13/pflag v1.0.10/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3A
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 go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
 go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E=
@@ -173,25 +258,34 @@ go.yaml.in/yaml/v2 v2.4.2 h1:DzmwEr2rDGHl7lsFgAHxmNz/1NlQ7xLIrlN2h5d1eGI=
 go.yaml.in/yaml/v2 v2.4.2/go.mod h1:081UH+NErpNdqlCXm3TtEran0rJZGxAYx9hb/ELlsPU=
 go.yaml.in/yaml/v3 v3.0.4 h1:tfq32ie2Jv2UxXFdLJdh3jXuOzWiL1fo0bu/FbuKpbc=
 go.yaml.in/yaml/v3 v3.0.4/go.mod h1:DhzuOOF2ATzADvBadXxruRBLzYTpT36CKvDb3+aBEFg=
-golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
-golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
-golang.org/x/exp v0.0.0-20250711185948-6ae5c78190dc h1:TS73t7x3KarrNd5qAipmspBDS1rkMcgVG/fS1aRb4Rc=
-golang.org/x/exp v0.0.0-20250711185948-6ae5c78190dc/go.mod h1:A+z0yzpGtvnG90cToK5n2tu8UJVP2XUATh+r+sfOOOc=
-golang.org/x/mod v0.26.0 h1:EGMPT//Ezu+ylkCijjPc+f4Aih7sZvaAr+O3EHBxvZg=
-golang.org/x/mod v0.26.0/go.mod h1:/j6NAhSk8iQ723BGAUyoAcn7SlD7s15Dp9Nd/SfeaFQ=
-golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
-golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
-golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
-golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/crypto v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
+golang.org/x/exp v0.0.0-20251113190631-e25ba8c21ef6 h1:zfMcR1Cs4KNuomFFgGefv5N0czO2XZpUbxGUy8i8ug0=
+golang.org/x/exp v0.0.0-20251113190631-e25ba8c21ef6/go.mod h1:46edojNIoXTNOhySWIWdix628clX9ODXwPsQuG6hsK0=
+golang.org/x/mod v0.30.0 h1:fDEXFVZ/fmCKProc/yAXXUijritrDzahmwwefnjoPFk=
+golang.org/x/mod v0.30.0/go.mod h1:lAsf5O2EvJeSFMiBxXDki7sCgAxEUcZHXoXMKT4GJKc=
+golang.org/x/net v0.45.0 h1:RLBg5JKixCy82FtLJpeNlVM0nrSqpCRYzVU1n8kj0tM=
+golang.org/x/net v0.45.0/go.mod h1:ECOoLqd5U3Lhyeyo/QDCEVQ4sNgYsqvCZ722XogGieY=
+golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
+golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.0.0-20190916202348-b4ddaad3f8a3/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20201204225414-ed752295db88/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20210616094352-59db8d763f22/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
-golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
-golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
-golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
+golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/term v0.36.0 h1:zMPR+aF8gfksFprF/Nc/rd1wRS1EI6nDBGyWAvDzx2Q=
+golang.org/x/term v0.36.0/go.mod h1:Qu394IJq6V6dCBRgwqshf3mPF85AqzYEzofzRdZkWss=
+golang.org/x/text v0.30.0 h1:yznKA/E9zq54KzlzBEAWn1NXSQ8DIp/NYMy88xJjl4k=
+golang.org/x/text v0.30.0/go.mod h1:yDdHFIX9t+tORqspjENWgzaCVXgk0yYnYuSZ8UzzBVM=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
-golang.org/x/tools v0.35.0 h1:mBffYraMEf7aa0sB+NuKnuCy8qI/9Bughn8dC2Gu5r0=
-golang.org/x/tools v0.35.0/go.mod h1:NKdj5HkL/73byiZSJjqJgKn3ep7KjFkBOkR/Hps3VPw=
+golang.org/x/tools v0.39.0 h1:ik4ho21kwuQln40uelmciQPp9SipgNDdrafrYA4TmQQ=
+golang.org/x/tools v0.39.0/go.mod h1:JnefbkDPyD8UU2kI5fuf8ZX4/yUeh9W877ZeBONxUqQ=
+golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
 gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
 google.golang.org/genproto/googleapis/api v0.0.0-20250825161204-c5933d9347a5 h1:BIRfGDEjiHRrk0QKZe3Xv2ieMhtgRGeLcZQ0mIVn4EY=
@@ -212,18 +306,22 @@ gorm.io/driver/postgres v1.6.0 h1:2dxzU8xJ+ivvqTRph34QX+WrRaJlmfyPqXmoGVjMBa4=
 gorm.io/driver/postgres v1.6.0/go.mod h1:vUw0mrGgrTK+uPHEhAdV4sfFELrByKVGnaVRkXDhtWo=
 gorm.io/gorm v1.25.12 h1:I0u8i2hWQItBq1WfE0o2+WuL9+8L21K9e2HHSTE/0f8=
 gorm.io/gorm v1.25.12/go.mod h1:xh7N7RHfYlNc5EmcI/El95gXusucDrQnHXe0+CgWcLQ=
-modernc.org/cc/v4 v4.26.2 h1:991HMkLjJzYBIfha6ECZdjrIYz2/1ayr+FL8GN+CNzM=
-modernc.org/cc/v4 v4.26.2/go.mod h1:uVtb5OGqUKpoLWhqwNQo/8LwvoiEBLvZXIQ/SmO6mL0=
-modernc.org/ccgo/v4 v4.28.0 h1:rjznn6WWehKq7dG4JtLRKxb52Ecv8OUGah8+Z/SfpNU=
-modernc.org/ccgo/v4 v4.28.0/go.mod h1:JygV3+9AV6SmPhDasu4JgquwU81XAKLd3OKTUDNOiKE=
-modernc.org/fileutil v1.3.8 h1:qtzNm7ED75pd1C7WgAGcK4edm4fvhtBsEiI/0NQ54YM=
-modernc.org/fileutil v1.3.8/go.mod h1:HxmghZSZVAz/LXcMNwZPA/DRrQZEVP9VX0V4LQGQFOc=
+gotest.tools/v3 v3.5.2 h1:7koQfIKdy+I8UTetycgUqXWSDwpgv193Ka+qRsmBY8Q=
+gotest.tools/v3 v3.5.2/go.mod h1:LtdLGcnqToBH83WByAAi/wiwSFCArdFIUV/xxN4pcjA=
+modernc.org/cc/v4 v4.27.1 h1:9W30zRlYrefrDV2JE2O8VDtJ1yPGownxciz5rrbQZis=
+modernc.org/cc/v4 v4.27.1/go.mod h1:uVtb5OGqUKpoLWhqwNQo/8LwvoiEBLvZXIQ/SmO6mL0=
+modernc.org/ccgo/v4 v4.30.1 h1:4r4U1J6Fhj98NKfSjnPUN7Ze2c6MnAdL0hWw6+LrJpc=
+modernc.org/ccgo/v4 v4.30.1/go.mod h1:bIOeI1JL54Utlxn+LwrFyjCx2n2RDiYEaJVSrgdrRfM=
+modernc.org/fileutil v1.3.40 h1:ZGMswMNc9JOCrcrakF1HrvmergNLAmxOPjizirpfqBA=
+modernc.org/fileutil v1.3.40/go.mod h1:HxmghZSZVAz/LXcMNwZPA/DRrQZEVP9VX0V4LQGQFOc=
 modernc.org/gc/v2 v2.6.5 h1:nyqdV8q46KvTpZlsw66kWqwXRHdjIlJOhG6kxiV/9xI=
 modernc.org/gc/v2 v2.6.5/go.mod h1:YgIahr1ypgfe7chRuJi2gD7DBQiKSLMPgBQe9oIiito=
+modernc.org/gc/v3 v3.1.1 h1:k8T3gkXWY9sEiytKhcgyiZ2L0DTyCQ/nvX+LoCljoRE=
+modernc.org/gc/v3 v3.1.1/go.mod h1:HFK/6AGESC7Ex+EZJhJ2Gni6cTaYpSMmU/cT9RmlfYY=
 modernc.org/goabi0 v0.2.0 h1:HvEowk7LxcPd0eq6mVOAEMai46V+i7Jrj13t4AzuNks=
 modernc.org/goabi0 v0.2.0/go.mod h1:CEFRnnJhKvWT1c1JTI3Avm+tgOWbkOu5oPA8eH8LnMI=
-modernc.org/libc v1.66.3 h1:cfCbjTUcdsKyyZZfEUKfoHcP3S0Wkvz3jgSzByEWVCQ=
-modernc.org/libc v1.66.3/go.mod h1:XD9zO8kt59cANKvHPXpx7yS2ELPheAey0vjIuZOhOU8=
+modernc.org/libc v1.67.0 h1:QzL4IrKab2OFmxA3/vRYl0tLXrIamwrhD6CKD4WBVjQ=
+modernc.org/libc v1.67.0/go.mod h1:QvvnnJ5P7aitu0ReNpVIEyesuhmDLQ8kaEoyMjIFZJA=
 modernc.org/mathutil v1.7.1 h1:GCZVGXdaN8gTqB1Mf/usp1Y/hSqgI2vAGGP4jZMCxOU=
 modernc.org/mathutil v1.7.1/go.mod h1:4p5IwJITfppl0G4sUEDtCr4DthTaT47/N3aT6MhfgJg=
 modernc.org/memory v1.11.0 h1:o4QC8aMQzmcwCK3t3Ux/ZHmwFPzE6hf2Y5LbkRs+hbI=
@@ -232,8 +330,8 @@ modernc.org/opt v0.1.4 h1:2kNGMRiUjrp4LcaPuLY2PzUfqM/w9N23quVwhKt5Qm8=
 modernc.org/opt v0.1.4/go.mod h1:03fq9lsNfvkYSfxrfUhZCWPk1lm4cq4N+Bh//bEtgns=
 modernc.org/sortutil v1.2.1 h1:+xyoGf15mM3NMlPDnFqrteY07klSFxLElE2PVuWIJ7w=
 modernc.org/sortutil v1.2.1/go.mod h1:7ZI3a3REbai7gzCLcotuw9AC4VZVpYMjDzETGsSMqJE=
-modernc.org/sqlite v1.38.0 h1:+4OrfPQ8pxHKuWG4md1JpR/EYAh3Md7TdejuuzE7EUI=
-modernc.org/sqlite v1.38.0/go.mod h1:1Bj+yES4SVvBZ4cBOpVZ6QgesMCKpJZDq0nxYzOpmNE=
+modernc.org/sqlite v1.40.1 h1:VfuXcxcUWWKRBuP8+BR9L7VnmusMgBNNnBYGEe9w/iY=
+modernc.org/sqlite v1.40.1/go.mod h1:9fjQZ0mB1LLP0GYrp39oOJXx/I2sxEnZtzCmEQIKvGE=
 modernc.org/strutil v1.2.1 h1:UneZBkQA+DX2Rp35KcM69cSsNES9ly8mQWD71HKlOA0=
 modernc.org/strutil v1.2.1/go.mod h1:EHkiggD70koQxjVdSBM3JKM7k6L0FbGE5eymy9i3B9A=
 modernc.org/token v1.1.0 h1:Xl7Ap9dKaEs5kLoOQeQmPWevfnk/DM5qcLcYlA8ys6Y=
--- a/pkg/cache/cache_manager.go
+++ b/pkg/cache/cache_manager.go
@@ -57,11 +57,31 @@ func (c *Cache) SetBytes(ctx context.Context, key string, value []byte, ttl time
 	return c.provider.Set(ctx, key, value, ttl)
 }

+// SetWithTags serializes and stores a value in the cache with the specified TTL and tags.
+func (c *Cache) SetWithTags(ctx context.Context, key string, value interface{}, ttl time.Duration, tags []string) error {
+	data, err := json.Marshal(value)
+	if err != nil {
+		return fmt.Errorf("failed to serialize: %w", err)
+	}
+
+	return c.provider.SetWithTags(ctx, key, data, ttl, tags)
+}
+
+// SetBytesWithTags stores raw bytes in the cache with the specified TTL and tags.
+func (c *Cache) SetBytesWithTags(ctx context.Context, key string, value []byte, ttl time.Duration, tags []string) error {
+	return c.provider.SetWithTags(ctx, key, value, ttl, tags)
+}
+
 // Delete removes a key from the cache.
 func (c *Cache) Delete(ctx context.Context, key string) error {
 	return c.provider.Delete(ctx, key)
 }

+// DeleteByTag removes all keys associated with the given tag.
+func (c *Cache) DeleteByTag(ctx context.Context, tag string) error {
+	return c.provider.DeleteByTag(ctx, tag)
+}
+
 // DeleteByPattern removes all keys matching the pattern.
 func (c *Cache) DeleteByPattern(ctx context.Context, pattern string) error {
 	return c.provider.DeleteByPattern(ctx, pattern)
--- a/pkg/cache/provider.go
+++ b/pkg/cache/provider.go
@@ -15,9 +15,17 @@ type Provider interface {
 	// If ttl is 0, the item never expires.
 	Set(ctx context.Context, key string, value []byte, ttl time.Duration) error

+	// SetWithTags stores a value in the cache with the specified TTL and tags.
+	// Tags can be used to invalidate groups of related keys.
+	// If ttl is 0, the item never expires.
+	SetWithTags(ctx context.Context, key string, value []byte, ttl time.Duration, tags []string) error
+
 	// Delete removes a key from the cache.
 	Delete(ctx context.Context, key string) error

+	// DeleteByTag removes all keys associated with the given tag.
+	DeleteByTag(ctx context.Context, tag string) error
+
 	// DeleteByPattern removes all keys matching the pattern.
 	// Pattern syntax depends on the provider implementation.
 	DeleteByPattern(ctx context.Context, pattern string) error
--- a/pkg/cache/provider_memcache.go
+++ b/pkg/cache/provider_memcache.go
@@ -2,6 +2,7 @@ package cache

 import (
 	"context"
+	"encoding/json"
 	"fmt"
 	"time"

@@ -97,8 +98,115 @@ func (m *MemcacheProvider) Set(ctx context.Context, key string, value []byte, tt
 	return m.client.Set(item)
 }

+// SetWithTags stores a value in the cache with the specified TTL and tags.
+// Note: Tag support in Memcache is limited and less efficient than Redis.
+func (m *MemcacheProvider) SetWithTags(ctx context.Context, key string, value []byte, ttl time.Duration, tags []string) error {
+	if ttl == 0 {
+		ttl = m.options.DefaultTTL
+	}
+
+	expiration := int32(ttl.Seconds())
+
+	// Set the main value
+	item := &memcache.Item{
+		Key:        key,
+		Value:      value,
+		Expiration: expiration,
+	}
+	if err := m.client.Set(item); err != nil {
+		return err
+	}
+
+	// Store tags for this key
+	if len(tags) > 0 {
+		tagsData, err := json.Marshal(tags)
+		if err != nil {
+			return fmt.Errorf("failed to marshal tags: %w", err)
+		}
+
+		tagsItem := &memcache.Item{
+			Key:        fmt.Sprintf("cache:tags:%s", key),
+			Value:      tagsData,
+			Expiration: expiration,
+		}
+		if err := m.client.Set(tagsItem); err != nil {
+			return err
+		}
+
+		// Add key to each tag's key list
+		for _, tag := range tags {
+			tagKey := fmt.Sprintf("cache:tag:%s", tag)
+
+			// Get existing keys for this tag
+			var keys []string
+			if item, err := m.client.Get(tagKey); err == nil {
+				_ = json.Unmarshal(item.Value, &keys)
+			}
+
+			// Add current key if not already present
+			found := false
+			for _, k := range keys {
+				if k == key {
+					found = true
+					break
+				}
+			}
+			if !found {
+				keys = append(keys, key)
+			}
+
+			// Store updated key list
+			keysData, err := json.Marshal(keys)
+			if err != nil {
+				continue
+			}
+
+			tagItem := &memcache.Item{
+				Key:        tagKey,
+				Value:      keysData,
+				Expiration: expiration + 3600, // Give tag lists longer TTL
+			}
+			_ = m.client.Set(tagItem)
+		}
+	}
+
+	return nil
+}
+
 // Delete removes a key from the cache.
 func (m *MemcacheProvider) Delete(ctx context.Context, key string) error {
+	// Get tags for this key
+	tagsKey := fmt.Sprintf("cache:tags:%s", key)
+	if item, err := m.client.Get(tagsKey); err == nil {
+		var tags []string
+		if err := json.Unmarshal(item.Value, &tags); err == nil {
+			// Remove key from each tag's key list
+			for _, tag := range tags {
+				tagKey := fmt.Sprintf("cache:tag:%s", tag)
+				if tagItem, err := m.client.Get(tagKey); err == nil {
+					var keys []string
+					if err := json.Unmarshal(tagItem.Value, &keys); err == nil {
+						// Remove current key from the list
+						newKeys := make([]string, 0, len(keys))
+						for _, k := range keys {
+							if k != key {
+								newKeys = append(newKeys, k)
+							}
+						}
+						// Update the tag's key list
+						if keysData, err := json.Marshal(newKeys); err == nil {
+							tagItem.Value = keysData
+							_ = m.client.Set(tagItem)
+						}
+					}
+				}
+			}
+		}
+		// Delete the tags key
+		_ = m.client.Delete(tagsKey)
+	}
+
+	// Delete the actual key
 	err := m.client.Delete(key)
 	if err == memcache.ErrCacheMiss {
 		return nil
@@ -106,6 +214,38 @@ func (m *MemcacheProvider) Delete(ctx context.Context, key string) error {
 	return err
 }

+// DeleteByTag removes all keys associated with the given tag.
+func (m *MemcacheProvider) DeleteByTag(ctx context.Context, tag string) error {
+	tagKey := fmt.Sprintf("cache:tag:%s", tag)
+
+	// Get all keys associated with this tag
+	item, err := m.client.Get(tagKey)
+	if err == memcache.ErrCacheMiss {
+		return nil
+	}
+	if err != nil {
+		return err
+	}
+
+	var keys []string
+	if err := json.Unmarshal(item.Value, &keys); err != nil {
+		return fmt.Errorf("failed to unmarshal tag keys: %w", err)
+	}
+
+	// Delete all keys
+	for _, key := range keys {
+		_ = m.client.Delete(key)
+		// Also delete the tags key for this cache key
+		tagsKey := fmt.Sprintf("cache:tags:%s", key)
+		_ = m.client.Delete(tagsKey)
+	}
+
+	// Delete the tag key itself
+	_ = m.client.Delete(tagKey)
+
+	return nil
+}
+
 // DeleteByPattern removes all keys matching the pattern.
 // Note: Memcache does not support pattern-based deletion natively.
 // This is a no-op for memcache and returns an error.
--- a/pkg/cache/provider_memory.go
+++ b/pkg/cache/provider_memory.go
@@ -15,6 +15,7 @@ type memoryItem struct {
 	Expiration time.Time
 	LastAccess time.Time
 	HitCount   int64
+	Tags       []string
 }

 // isExpired checks if the item has expired.
@@ -27,11 +28,12 @@ func (m *memoryItem) isExpired() bool {

 // MemoryProvider is an in-memory implementation of the Provider interface.
 type MemoryProvider struct {
-	mu      sync.RWMutex
-	items   map[string]*memoryItem
-	options *Options
-	hits    atomic.Int64
-	misses  atomic.Int64
+	mu        sync.RWMutex
+	items     map[string]*memoryItem
+	tagToKeys map[string]map[string]struct{} // tag -> set of keys
+	options   *Options
+	hits      atomic.Int64
+	misses    atomic.Int64
 }

 // NewMemoryProvider creates a new in-memory cache provider.
@@ -44,8 +46,9 @@ func NewMemoryProvider(opts *Options) *MemoryProvider {
 	}

 	return &MemoryProvider{
-		items:   make(map[string]*memoryItem),
-		options: opts,
+		items:     make(map[string]*memoryItem),
+		tagToKeys: make(map[string]map[string]struct{}),
+		options:   opts,
 	}
 }

@@ -114,15 +117,116 @@ func (m *MemoryProvider) Set(ctx context.Context, key string, value []byte, ttl
 	return nil
 }

+// SetWithTags stores a value in the cache with the specified TTL and tags.
+func (m *MemoryProvider) SetWithTags(ctx context.Context, key string, value []byte, ttl time.Duration, tags []string) error {
+	m.mu.Lock()
+	defer m.mu.Unlock()
+
+	if ttl == 0 {
+		ttl = m.options.DefaultTTL
+	}
+
+	var expiration time.Time
+	if ttl > 0 {
+		expiration = time.Now().Add(ttl)
+	}
+
+	// Check max size and evict if necessary
+	if m.options.MaxSize > 0 && len(m.items) >= m.options.MaxSize {
+		if _, exists := m.items[key]; !exists {
+			m.evictOne()
+		}
+	}
+
+	// Remove old tag associations if key exists
+	if oldItem, exists := m.items[key]; exists {
+		for _, tag := range oldItem.Tags {
+			if keySet, ok := m.tagToKeys[tag]; ok {
+				delete(keySet, key)
+				if len(keySet) == 0 {
+					delete(m.tagToKeys, tag)
+				}
+			}
+		}
+	}
+
+	// Store the item
+	m.items[key] = &memoryItem{
+		Value:      value,
+		Expiration: expiration,
+		LastAccess: time.Now(),
+		Tags:       tags,
+	}
+
+	// Add new tag associations
+	for _, tag := range tags {
+		if m.tagToKeys[tag] == nil {
+			m.tagToKeys[tag] = make(map[string]struct{})
+		}
+		m.tagToKeys[tag][key] = struct{}{}
+	}
+
+	return nil
+}
+
 // Delete removes a key from the cache.
 func (m *MemoryProvider) Delete(ctx context.Context, key string) error {
 	m.mu.Lock()
 	defer m.mu.Unlock()

+	// Remove tag associations
+	if item, exists := m.items[key]; exists {
+		for _, tag := range item.Tags {
+			if keySet, ok := m.tagToKeys[tag]; ok {
+				delete(keySet, key)
+				if len(keySet) == 0 {
+					delete(m.tagToKeys, tag)
+				}
+			}
+		}
+	}
+
 	delete(m.items, key)
 	return nil
 }

+// DeleteByTag removes all keys associated with the given tag.
+func (m *MemoryProvider) DeleteByTag(ctx context.Context, tag string) error {
+	m.mu.Lock()
+	defer m.mu.Unlock()
+
+	// Get all keys associated with this tag
+	keySet, exists := m.tagToKeys[tag]
+	if !exists {
+		return nil // No keys with this tag
+	}
+
+	// Delete all items with this tag
+	for key := range keySet {
+		if item, ok := m.items[key]; ok {
+			// Remove this tag from the item's tag list
+			newTags := make([]string, 0, len(item.Tags))
+			for _, t := range item.Tags {
+				if t != tag {
+					newTags = append(newTags, t)
+				}
+			}
+
+			// If item has no more tags, delete it
+			// Otherwise update its tags
+			if len(newTags) == 0 {
+				delete(m.items, key)
+			} else {
+				item.Tags = newTags
+			}
+		}
+	}
+
+	// Remove the tag mapping
+	delete(m.tagToKeys, tag)
+	return nil
+}
+
 // DeleteByPattern removes all keys matching the pattern.
 func (m *MemoryProvider) DeleteByPattern(ctx context.Context, pattern string) error {
 	m.mu.Lock()
--- a/pkg/cache/provider_redis.go
+++ b/pkg/cache/provider_redis.go
@@ -103,9 +103,93 @@ func (r *RedisProvider) Set(ctx context.Context, key string, value []byte, ttl t
 	return r.client.Set(ctx, key, value, ttl).Err()
 }

+// SetWithTags stores a value in the cache with the specified TTL and tags.
+func (r *RedisProvider) SetWithTags(ctx context.Context, key string, value []byte, ttl time.Duration, tags []string) error {
+	if ttl == 0 {
+		ttl = r.options.DefaultTTL
+	}
+
+	pipe := r.client.Pipeline()
+
+	// Set the value
+	pipe.Set(ctx, key, value, ttl)
+
+	// Add key to each tag's set
+	for _, tag := range tags {
+		tagKey := fmt.Sprintf("cache:tag:%s", tag)
+		pipe.SAdd(ctx, tagKey, key)
+		// Set expiration on tag set (longer than cache items to ensure cleanup)
+		if ttl > 0 {
+			pipe.Expire(ctx, tagKey, ttl+time.Hour)
+		}
+	}
+
+	// Store tags for this key for later cleanup
+	if len(tags) > 0 {
+		tagsKey := fmt.Sprintf("cache:tags:%s", key)
+		pipe.SAdd(ctx, tagsKey, tags)
+		if ttl > 0 {
+			pipe.Expire(ctx, tagsKey, ttl)
+		}
+	}
+
+	_, err := pipe.Exec(ctx)
+	return err
+}
+
 // Delete removes a key from the cache.
 func (r *RedisProvider) Delete(ctx context.Context, key string) error {
-	return r.client.Del(ctx, key).Err()
+	pipe := r.client.Pipeline()
+
+	// Get tags for this key
+	tagsKey := fmt.Sprintf("cache:tags:%s", key)
+	tags, err := r.client.SMembers(ctx, tagsKey).Result()
+	if err == nil && len(tags) > 0 {
+		// Remove key from each tag set
+		for _, tag := range tags {
+			tagKey := fmt.Sprintf("cache:tag:%s", tag)
+			pipe.SRem(ctx, tagKey, key)
+		}
+		// Delete the tags key
+		pipe.Del(ctx, tagsKey)
+	}
+
+	// Delete the actual key
+	pipe.Del(ctx, key)
+
+	_, err = pipe.Exec(ctx)
+	return err
+}
+
+// DeleteByTag removes all keys associated with the given tag.
+func (r *RedisProvider) DeleteByTag(ctx context.Context, tag string) error {
+	tagKey := fmt.Sprintf("cache:tag:%s", tag)
+
+	// Get all keys associated with this tag
+	keys, err := r.client.SMembers(ctx, tagKey).Result()
+	if err != nil {
+		return err
+	}
+
+	if len(keys) == 0 {
+		return nil
+	}
+
+	pipe := r.client.Pipeline()
+
+	// Delete all keys and their tag associations
+	for _, key := range keys {
+		pipe.Del(ctx, key)
+		// Also delete the tags key for this cache key
+		tagsKey := fmt.Sprintf("cache:tags:%s", key)
+		pipe.Del(ctx, tagsKey)
+	}
+
+	// Delete the tag set itself
+	pipe.Del(ctx, tagKey)
+
+	_, err = pipe.Exec(ctx)
+	return err
 }

 // DeleteByPattern removes all keys matching the pattern.
--- a/pkg/cache/query_cache_test.go
+++ b/pkg/cache/query_cache_test.go
@@ -1,151 +0,0 @@
-package cache
-
-import (
-	"context"
-	"testing"
-	"time"
-
-	"github.com/bitechdev/ResolveSpec/pkg/common"
-)
-
-func TestBuildQueryCacheKey(t *testing.T) {
-	filters := []common.FilterOption{
-		{Column: "name", Operator: "eq", Value: "test"},
-		{Column: "age", Operator: "gt", Value: 25},
-	}
-	sorts := []common.SortOption{
-		{Column: "name", Direction: "asc"},
-	}
-
-	// Generate cache key
-	key1 := BuildQueryCacheKey("users", filters, sorts, "status = 'active'", "")
-
-	// Same parameters should generate same key
-	key2 := BuildQueryCacheKey("users", filters, sorts, "status = 'active'", "")
-
-	if key1 != key2 {
-		t.Errorf("Expected same cache keys for identical parameters, got %s and %s", key1, key2)
-	}
-
-	// Different parameters should generate different key
-	key3 := BuildQueryCacheKey("users", filters, sorts, "status = 'inactive'", "")
-
-	if key1 == key3 {
-		t.Errorf("Expected different cache keys for different parameters, got %s and %s", key1, key3)
-	}
-}
-
-func TestBuildExtendedQueryCacheKey(t *testing.T) {
-	filters := []common.FilterOption{
-		{Column: "name", Operator: "eq", Value: "test"},
-	}
-	sorts := []common.SortOption{
-		{Column: "name", Direction: "asc"},
-	}
-	expandOpts := []interface{}{
-		map[string]interface{}{
-			"relation": "posts",
-			"where":    "status = 'published'",
-		},
-	}
-
-	// Generate cache key
-	key1 := BuildExtendedQueryCacheKey("users", filters, sorts, "", "", expandOpts, false, "", "")
-
-	// Same parameters should generate same key
-	key2 := BuildExtendedQueryCacheKey("users", filters, sorts, "", "", expandOpts, false, "", "")
-
-	if key1 != key2 {
-		t.Errorf("Expected same cache keys for identical parameters")
-	}
-
-	// Different distinct value should generate different key
-	key3 := BuildExtendedQueryCacheKey("users", filters, sorts, "", "", expandOpts, true, "", "")
-
-	if key1 == key3 {
-		t.Errorf("Expected different cache keys for different distinct values")
-	}
-}
-
-func TestGetQueryTotalCacheKey(t *testing.T) {
-	hash := "abc123"
-	key := GetQueryTotalCacheKey(hash)
-
-	expected := "query_total:abc123"
-	if key != expected {
-		t.Errorf("Expected %s, got %s", expected, key)
-	}
-}
-
-func TestCachedTotalIntegration(t *testing.T) {
-	// Initialize cache with memory provider for testing
-	UseMemory(&Options{
-		DefaultTTL: 1 * time.Minute,
-		MaxSize:    100,
-	})
-
-	ctx := context.Background()
-
-	// Create test data
-	filters := []common.FilterOption{
-		{Column: "status", Operator: "eq", Value: "active"},
-	}
-	sorts := []common.SortOption{
-		{Column: "created_at", Direction: "desc"},
-	}
-
-	// Build cache key
-	cacheKeyHash := BuildQueryCacheKey("test_table", filters, sorts, "", "")
-	cacheKey := GetQueryTotalCacheKey(cacheKeyHash)
-
-	// Store a total count in cache
-	totalToCache := CachedTotal{Total: 42}
-	err := GetDefaultCache().Set(ctx, cacheKey, totalToCache, time.Minute)
-	if err != nil {
-		t.Fatalf("Failed to set cache: %v", err)
-	}
-
-	// Retrieve from cache
-	var cachedTotal CachedTotal
-	err = GetDefaultCache().Get(ctx, cacheKey, &cachedTotal)
-	if err != nil {
-		t.Fatalf("Failed to get from cache: %v", err)
-	}
-
-	if cachedTotal.Total != 42 {
-		t.Errorf("Expected total 42, got %d", cachedTotal.Total)
-	}
-
-	// Test cache miss
-	nonExistentKey := GetQueryTotalCacheKey("nonexistent")
-	var missedTotal CachedTotal
-	err = GetDefaultCache().Get(ctx, nonExistentKey, &missedTotal)
-	if err == nil {
-		t.Errorf("Expected error for cache miss, got nil")
-	}
-}
-
-func TestHashString(t *testing.T) {
-	input1 := "test string"
-	input2 := "test string"
-	input3 := "different string"
-
-	hash1 := hashString(input1)
-	hash2 := hashString(input2)
-	hash3 := hashString(input3)
-
-	// Same input should produce same hash
-	if hash1 != hash2 {
-		t.Errorf("Expected same hash for identical inputs")
-	}
-
-	// Different input should produce different hash
-	if hash1 == hash3 {
-		t.Errorf("Expected different hash for different inputs")
-	}
-
-	// Hash should be hex encoded SHA256 (64 characters)
-	if len(hash1) != 64 {
-		t.Errorf("Expected hash length of 64, got %d", len(hash1))
-	}
-}
--- a/pkg/common/adapters/database/bun.go
+++ b/pkg/common/adapters/database/bun.go
@@ -691,6 +691,11 @@ func (b *BunSelectQuery) Order(order string) common.SelectQuery {
 	return b
 }

+func (b *BunSelectQuery) OrderExpr(order string, args ...interface{}) common.SelectQuery {
+	b.query = b.query.OrderExpr(order, args...)
+	return b
+}
+
 func (b *BunSelectQuery) Limit(n int) common.SelectQuery {
 	b.query = b.query.Limit(n)
 	return b
--- a/pkg/common/adapters/database/gorm.go
+++ b/pkg/common/adapters/database/gorm.go
@@ -386,6 +386,12 @@ func (g *GormSelectQuery) Order(order string) common.SelectQuery {
 	return g
 }

+func (g *GormSelectQuery) OrderExpr(order string, args ...interface{}) common.SelectQuery {
+	// GORM's Order can handle expressions directly
+	g.db = g.db.Order(gorm.Expr(order, args...))
+	return g
+}
+
 func (g *GormSelectQuery) Limit(n int) common.SelectQuery {
 	g.db = g.db.Limit(n)
 	return g
--- a/pkg/common/adapters/database/pgsql.go
+++ b/pkg/common/adapters/database/pgsql.go
@@ -281,6 +281,13 @@ func (p *PgSQLSelectQuery) Order(order string) common.SelectQuery {
 	return p
 }

+func (p *PgSQLSelectQuery) OrderExpr(order string, args ...interface{}) common.SelectQuery {
+	// For PgSQL, expressions are passed directly without quoting
+	// If there are args, we would need to format them, but for now just append the expression
+	p.orderBy = append(p.orderBy, order)
+	return p
+}
+
 func (p *PgSQLSelectQuery) Limit(n int) common.SelectQuery {
 	p.limit = n
 	return p
--- a/pkg/common/interfaces.go
+++ b/pkg/common/interfaces.go
@@ -46,6 +46,7 @@ type SelectQuery interface {
 	PreloadRelation(relation string, apply ...func(SelectQuery) SelectQuery) SelectQuery
 	JoinRelation(relation string, apply ...func(SelectQuery) SelectQuery) SelectQuery
 	Order(order string) SelectQuery
+	OrderExpr(order string, args ...interface{}) SelectQuery
 	Limit(n int) SelectQuery
 	Offset(n int) SelectQuery
 	Group(group string) SelectQuery
--- a/pkg/common/sql_helpers.go
+++ b/pkg/common/sql_helpers.go
@@ -2,6 +2,7 @@ package common

 import (
 	"fmt"
+	"regexp"
 	"strings"

 	"github.com/bitechdev/ResolveSpec/pkg/logger"
@@ -207,6 +208,20 @@ func SanitizeWhereClause(where string, tableName string, options ...*RequestOpti
 					}
 				}
 			}
+		} else if tableName != "" && !hasTablePrefix(condToCheck) {
+			// If tableName is provided and the condition DOESN'T have a table prefix,
+			// qualify unambiguous column references to prevent "ambiguous column" errors
+			// when there are multiple joins on the same table (e.g., recursive preloads)
+			columnName := extractUnqualifiedColumnName(condToCheck)
+			if columnName != "" && (validColumns == nil || isValidColumn(columnName, validColumns)) {
+				// Qualify the column with the table name
+				// Be careful to only replace the column name, not other occurrences of the string
+				oldRef := columnName
+				newRef := tableName + "." + columnName
+				// Use word boundary matching to avoid replacing partial matches
+				cond = qualifyColumnInCondition(cond, oldRef, newRef)
+				logger.Debug("Qualified unqualified column in condition: '%s' added table prefix '%s'", oldRef, tableName)
+			}
 		}

 		validConditions = append(validConditions, cond)
@@ -483,6 +498,86 @@ func extractTableAndColumn(cond string) (table string, column string) {
 	return "", ""
 }

+// extractUnqualifiedColumnName extracts the column name from an unqualified condition
+// For example: "rid_parentmastertaskitem is null" returns "rid_parentmastertaskitem"
+// "status = 'active'" returns "status"
+func extractUnqualifiedColumnName(cond string) string {
+	// Common SQL operators
+	operators := []string{" = ", " != ", " <> ", " > ", " >= ", " < ", " <= ", " LIKE ", " like ", " IN ", " in ", " IS ", " is ", " NOT ", " not "}
+
+	// Find the column reference (left side of the operator)
+	minIdx := -1
+	for _, op := range operators {
+		idx := strings.Index(cond, op)
+		if idx > 0 && (minIdx == -1 || idx < minIdx) {
+			minIdx = idx
+		}
+	}
+
+	var columnRef string
+	if minIdx > 0 {
+		columnRef = strings.TrimSpace(cond[:minIdx])
+	} else {
+		// No operator found, might be a single column reference
+		parts := strings.Fields(cond)
+		if len(parts) > 0 {
+			columnRef = parts[0]
+		}
+	}
+
+	if columnRef == "" {
+		return ""
+	}
+
+	// Remove any quotes
+	columnRef = strings.Trim(columnRef, "`\"'")
+
+	// Return empty if it contains a dot (already qualified) or function call
+	if strings.Contains(columnRef, ".") || strings.Contains(columnRef, "(") {
+		return ""
+	}
+
+	return columnRef
+}
+
+// qualifyColumnInCondition replaces an unqualified column name with a qualified one in a condition
+// Uses word boundaries to avoid partial matches
+// For example: qualifyColumnInCondition("rid_item is null", "rid_item", "table.rid_item")
+// returns "table.rid_item is null"
+func qualifyColumnInCondition(cond, oldRef, newRef string) string {
+	// Use word boundary matching with Go's supported regex syntax
+	// \b matches word boundaries
+	escapedOld := regexp.QuoteMeta(oldRef)
+	pattern := `\b` + escapedOld + `\b`
+
+	re, err := regexp.Compile(pattern)
+	if err != nil {
+		// If regex fails, fall back to simple string replacement
+		logger.Debug("Failed to compile regex for column qualification, using simple replace: %v", err)
+		return strings.Replace(cond, oldRef, newRef, 1)
+	}
+
+	// Only replace if the match is not preceded by a dot (to avoid replacing already qualified columns)
+	result := cond
+	matches := re.FindAllStringIndex(cond, -1)
+
+	// Process matches in reverse order to maintain correct indices
+	for i := len(matches) - 1; i >= 0; i-- {
+		match := matches[i]
+		start := match[0]
+
+		// Check if preceded by a dot (already qualified)
+		if start > 0 && cond[start-1] == '.' {
+			continue
+		}
+
+		// Replace this occurrence
+		result = result[:start] + newRef + result[match[1]:]
+	}
+
+	return result
+}
+
 // findOperatorOutsideParentheses finds the first occurrence of an operator outside of parentheses
 // Returns the index of the operator, or -1 if not found or only found inside parentheses
 func findOperatorOutsideParentheses(s string, operator string) int {
--- a/pkg/common/sql_helpers_test.go
+++ b/pkg/common/sql_helpers_test.go
@@ -33,16 +33,16 @@ func TestSanitizeWhereClause(t *testing.T) {
 			expected:  "",
 		},
 		{
-			name:      "valid condition with parentheses - no prefix added",
+			name:      "valid condition with parentheses - prefix added to prevent ambiguity",
 			where:     "(status = 'active')",
 			tableName: "users",
-			expected:  "status = 'active'",
+			expected:  "users.status = 'active'",
 		},
 		{
-			name:      "mixed trivial and valid conditions - no prefix added",
+			name:      "mixed trivial and valid conditions - prefix added",
 			where:     "true AND status = 'active' AND 1=1",
 			tableName: "users",
-			expected:  "status = 'active'",
+			expected:  "users.status = 'active'",
 		},
 		{
 			name:      "condition with correct table prefix - unchanged",
@@ -63,10 +63,10 @@ func TestSanitizeWhereClause(t *testing.T) {
 			expected:  "users.status = 'active' AND users.age > 18",
 		},
 		{
-			name:      "multiple valid conditions without prefix - no prefix added",
+			name:      "multiple valid conditions without prefix - prefixes added",
 			where:     "status = 'active' AND age > 18",
 			tableName: "users",
-			expected:  "status = 'active' AND age > 18",
+			expected:  "users.status = 'active' AND users.age > 18",
 		},
 		{
 			name:      "no table name provided",
@@ -90,13 +90,13 @@ func TestSanitizeWhereClause(t *testing.T) {
 			name:      "mixed case AND operators",
 			where:     "status = 'active' AND age > 18 and name = 'John'",
 			tableName: "users",
-			expected:  "status = 'active' AND age > 18 AND name = 'John'",
+			expected:  "users.status = 'active' AND users.age > 18 AND users.name = 'John'",
 		},
 		{
 			name:      "subquery with ORDER BY and LIMIT - allowed",
 			where:     "id IN (SELECT id FROM users WHERE status = 'active' ORDER BY created_at DESC LIMIT 10)",
 			tableName: "users",
-			expected:  "id IN (SELECT id FROM users WHERE status = 'active' ORDER BY created_at DESC LIMIT 10)",
+			expected:  "users.id IN (SELECT users.id FROM users WHERE status = 'active' ORDER BY created_at DESC LIMIT 10)",
 		},
 		{
 			name:      "dangerous DELETE keyword - blocked",
--- a/pkg/common/validation.go
+++ b/pkg/common/validation.go
@@ -237,6 +237,13 @@ func (v *ColumnValidator) FilterRequestOptions(options RequestOptions) RequestOp
 	for _, sort := range options.Sort {
 		if v.IsValidColumn(sort.Column) {
 			validSorts = append(validSorts, sort)
+		} else if strings.HasPrefix(sort.Column, "(") && strings.HasSuffix(sort.Column, ")") {
+			// Allow sort by expression/subquery, but validate for security
+			if IsSafeSortExpression(sort.Column) {
+				validSorts = append(validSorts, sort)
+			} else {
+				logger.Warn("Unsafe sort expression '%s' removed", sort.Column)
+			}
 		} else {
 			logger.Warn("Invalid column in sort '%s' removed", sort.Column)
 		}
@@ -262,6 +269,24 @@ func (v *ColumnValidator) FilterRequestOptions(options RequestOptions) RequestOp
 		}
 		filteredPreload.Filters = validPreloadFilters

+		// Filter preload sort columns
+		validPreloadSorts := make([]SortOption, 0, len(preload.Sort))
+		for _, sort := range preload.Sort {
+			if v.IsValidColumn(sort.Column) {
+				validPreloadSorts = append(validPreloadSorts, sort)
+			} else if strings.HasPrefix(sort.Column, "(") && strings.HasSuffix(sort.Column, ")") {
+				// Allow sort by expression/subquery, but validate for security
+				if IsSafeSortExpression(sort.Column) {
+					validPreloadSorts = append(validPreloadSorts, sort)
+				} else {
+					logger.Warn("Unsafe sort expression in preload '%s' removed: '%s'", preload.Relation, sort.Column)
+				}
+			} else {
+				logger.Warn("Invalid column in preload '%s' sort '%s' removed", preload.Relation, sort.Column)
+			}
+		}
+		filteredPreload.Sort = validPreloadSorts
+
 		validPreloads = append(validPreloads, filteredPreload)
 	}
 	filtered.Preload = validPreloads
@@ -269,6 +294,56 @@ func (v *ColumnValidator) FilterRequestOptions(options RequestOptions) RequestOp
 	return filtered
 }

+// IsSafeSortExpression validates that a sort expression (enclosed in brackets) is safe
+// and doesn't contain SQL injection attempts or dangerous commands
+func IsSafeSortExpression(expr string) bool {
+	if expr == "" {
+		return false
+	}
+
+	// Expression must be enclosed in brackets
+	expr = strings.TrimSpace(expr)
+	if !strings.HasPrefix(expr, "(") || !strings.HasSuffix(expr, ")") {
+		return false
+	}
+
+	// Remove outer brackets for content validation
+	expr = expr[1 : len(expr)-1]
+	expr = strings.TrimSpace(expr)
+
+	// Convert to lowercase for checking dangerous keywords
+	exprLower := strings.ToLower(expr)
+
+	// Check for dangerous SQL commands that should never be in a sort expression
+	dangerousKeywords := []string{
+		"drop ", "delete ", "insert ", "update ", "alter ", "create ",
+		"truncate ", "exec ", "execute ", "grant ", "revoke ",
+		"into ", "values ", "set ", "shutdown", "xp_",
+	}
+
+	for _, keyword := range dangerousKeywords {
+		if strings.Contains(exprLower, keyword) {
+			logger.Warn("Dangerous SQL keyword '%s' detected in sort expression: %s", keyword, expr)
+			return false
+		}
+	}
+
+	// Check for SQL comment attempts
+	if strings.Contains(expr, "--") || strings.Contains(expr, "/*") || strings.Contains(expr, "*/") {
+		logger.Warn("SQL comment detected in sort expression: %s", expr)
+		return false
+	}
+
+	// Check for semicolon (command separator)
+	if strings.Contains(expr, ";") {
+		logger.Warn("Command separator (;) detected in sort expression: %s", expr)
+		return false
+	}
+
+	// Expression appears safe
+	return true
+}
+
 // GetValidColumns returns a list of all valid column names for debugging purposes
 func (v *ColumnValidator) GetValidColumns() []string {
 	columns := make([]string, 0, len(v.validColumns))
--- a/pkg/common/validation_test.go
+++ b/pkg/common/validation_test.go
@@ -361,3 +361,83 @@ func TestFilterRequestOptions(t *testing.T) {
 		t.Errorf("Expected sort column 'id', got %s", filtered.Sort[0].Column)
 	}
 }
+
+func TestIsSafeSortExpression(t *testing.T) {
+	tests := []struct {
+		name       string
+		expression string
+		shouldPass bool
+	}{
+		// Safe expressions
+		{"Valid subquery", "(SELECT MAX(price) FROM products)", true},
+		{"Valid CASE expression", "(CASE WHEN status = 'active' THEN 1 ELSE 0 END)", true},
+		{"Valid aggregate", "(COUNT(*) OVER (PARTITION BY category))", true},
+		{"Valid function", "(COALESCE(discount, 0))", true},
+
+		// Dangerous expressions - SQL injection attempts
+		{"DROP TABLE attempt", "(id); DROP TABLE users; --", false},
+		{"DELETE attempt", "(id WHERE 1=1); DELETE FROM users; --", false},
+		{"INSERT attempt", "(id); INSERT INTO admin VALUES ('hacker'); --", false},
+		{"UPDATE attempt", "(id); UPDATE users SET role='admin'; --", false},
+		{"EXEC attempt", "(id); EXEC sp_executesql 'DROP TABLE users'; --", false},
+		{"XP_ stored proc", "(id); xp_cmdshell 'dir'; --", false},
+
+		// Comment injection
+		{"SQL comment dash", "(id) -- malicious comment", false},
+		{"SQL comment block start", "(id) /* comment", false},
+		{"SQL comment block end", "(id) comment */", false},
+
+		// Semicolon attempts
+		{"Semicolon separator", "(id); SELECT * FROM passwords", false},
+
+		// Empty/invalid
+		{"Empty string", "", false},
+		{"Just brackets", "()", true}, // Empty but technically valid structure
+		{"No brackets", "id", false},  // Must have brackets for expressions
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := IsSafeSortExpression(tt.expression)
+			if result != tt.shouldPass {
+				t.Errorf("IsSafeSortExpression(%q) = %v, want %v", tt.expression, result, tt.shouldPass)
+			}
+		})
+	}
+}
+
+func TestFilterRequestOptions_WithSortExpressions(t *testing.T) {
+	model := TestModel{}
+	validator := NewColumnValidator(model)
+
+	options := RequestOptions{
+		Sort: []SortOption{
+			{Column: "id", Direction: "ASC"},                                    // Valid column
+			{Column: "(SELECT MAX(age) FROM users)", Direction: "DESC"},         // Safe expression
+			{Column: "name", Direction: "ASC"},                                  // Valid column
+			{Column: "(id); DROP TABLE users; --", Direction: "DESC"},          // Dangerous expression
+			{Column: "invalid_col", Direction: "ASC"},                           // Invalid column
+			{Column: "(CASE WHEN age > 18 THEN 1 ELSE 0 END)", Direction: "ASC"}, // Safe expression
+		},
+	}
+
+	filtered := validator.FilterRequestOptions(options)
+
+	// Should keep: id, safe expression, name, another safe expression
+	// Should remove: dangerous expression, invalid column
+	expectedCount := 4
+	if len(filtered.Sort) != expectedCount {
+		t.Errorf("Expected %d sort options, got %d", expectedCount, len(filtered.Sort))
+	}
+
+	// Verify the kept options
+	if filtered.Sort[0].Column != "id" {
+		t.Errorf("Expected first sort to be 'id', got '%s'", filtered.Sort[0].Column)
+	}
+	if filtered.Sort[1].Column != "(SELECT MAX(age) FROM users)" {
+		t.Errorf("Expected second sort to be safe expression, got '%s'", filtered.Sort[1].Column)
+	}
+	if filtered.Sort[2].Column != "name" {
+		t.Errorf("Expected third sort to be 'name', got '%s'", filtered.Sort[2].Column)
+	}
+}
--- a/pkg/modelregistry/model_registry.go
+++ b/pkg/modelregistry/model_registry.go
@@ -6,15 +6,37 @@ import (
 	"sync"
 )

+// ModelRules defines the permissions and security settings for a model
+type ModelRules struct {
+	CanRead          bool // Whether the model can be read (GET operations)
+	CanUpdate        bool // Whether the model can be updated (PUT/PATCH operations)
+	CanCreate        bool // Whether the model can be created (POST operations)
+	CanDelete        bool // Whether the model can be deleted (DELETE operations)
+	SecurityDisabled bool // Whether security checks are disabled for this model
+}
+
+// DefaultModelRules returns the default rules for a model (all operations allowed, security enabled)
+func DefaultModelRules() ModelRules {
+	return ModelRules{
+		CanRead:          true,
+		CanUpdate:        true,
+		CanCreate:        true,
+		CanDelete:        true,
+		SecurityDisabled: false,
+	}
+}
+
 // DefaultModelRegistry implements ModelRegistry interface
 type DefaultModelRegistry struct {
 	models map[string]interface{}
+	rules  map[string]ModelRules
 	mutex  sync.RWMutex
 }

 // Global default registry instance
 var defaultRegistry = &DefaultModelRegistry{
 	models: make(map[string]interface{}),
+	rules:  make(map[string]ModelRules),
 }

 // Global list of registries (searched in order)
@@ -25,6 +47,7 @@ var registriesMutex sync.RWMutex
 func NewModelRegistry() *DefaultModelRegistry {
 	return &DefaultModelRegistry{
 		models: make(map[string]interface{}),
+		rules:  make(map[string]ModelRules),
 	}
 }

@@ -98,6 +121,10 @@ func (r *DefaultModelRegistry) RegisterModel(name string, model interface{}) err
 	}

 	r.models[name] = model
+	// Initialize with default rules if not already set
+	if _, exists := r.rules[name]; !exists {
+		r.rules[name] = DefaultModelRules()
+	}
 	return nil
 }

@@ -135,6 +162,54 @@ func (r *DefaultModelRegistry) GetModelByEntity(schema, entity string) (interfac
 	return r.GetModel(entity)
 }

+// SetModelRules sets the rules for a specific model
+func (r *DefaultModelRegistry) SetModelRules(name string, rules ModelRules) error {
+	r.mutex.Lock()
+	defer r.mutex.Unlock()
+
+	// Check if model exists
+	if _, exists := r.models[name]; !exists {
+		return fmt.Errorf("model %s not found", name)
+	}
+
+	r.rules[name] = rules
+	return nil
+}
+
+// GetModelRules retrieves the rules for a specific model
+// Returns default rules if model exists but rules are not set
+func (r *DefaultModelRegistry) GetModelRules(name string) (ModelRules, error) {
+	r.mutex.RLock()
+	defer r.mutex.RUnlock()
+
+	// Check if model exists
+	if _, exists := r.models[name]; !exists {
+		return ModelRules{}, fmt.Errorf("model %s not found", name)
+	}
+
+	// Return rules if set, otherwise return default rules
+	if rules, exists := r.rules[name]; exists {
+		return rules, nil
+	}
+
+	return DefaultModelRules(), nil
+}
+
+// RegisterModelWithRules registers a model with specific rules
+func (r *DefaultModelRegistry) RegisterModelWithRules(name string, model interface{}, rules ModelRules) error {
+	// First register the model
+	if err := r.RegisterModel(name, model); err != nil {
+		return err
+	}
+
+	// Then set the rules (we need to lock again for rules)
+	r.mutex.Lock()
+	defer r.mutex.Unlock()
+	r.rules[name] = rules
+
+	return nil
+}
+
 // Global convenience functions using the default registry

 // RegisterModel registers a model with the default global registry
@@ -190,3 +265,34 @@ func GetModels() []interface{} {

 	return models
 }
+
+// SetModelRules sets the rules for a specific model in the default registry
+func SetModelRules(name string, rules ModelRules) error {
+	return defaultRegistry.SetModelRules(name, rules)
+}
+
+// GetModelRules retrieves the rules for a specific model from the default registry
+func GetModelRules(name string) (ModelRules, error) {
+	return defaultRegistry.GetModelRules(name)
+}
+
+// GetModelRulesByName retrieves the rules for a model by searching through all registries in order
+// Returns the first match found
+func GetModelRulesByName(name string) (ModelRules, error) {
+	registriesMutex.RLock()
+	defer registriesMutex.RUnlock()
+
+	for _, registry := range registries {
+		if _, err := registry.GetModel(name); err == nil {
+			// Model found in this registry, get its rules
+			return registry.GetModelRules(name)
+		}
+	}
+
+	return ModelRules{}, fmt.Errorf("model %s not found in any registry", name)
+}
+
+// RegisterModelWithRules registers a model with specific rules in the default registry
+func RegisterModelWithRules(model interface{}, name string, rules ModelRules) error {
+	return defaultRegistry.RegisterModelWithRules(name, model, rules)
+}
--- a/pkg/openapi/README.md
+++ b/pkg/openapi/README.md
@@ -273,25 +273,151 @@ handler.SetOpenAPIGenerator(func() (string, error) {
 })
 ```

-## Using with Swagger UI
+## Using the Built-in UI Handler

-You can serve the generated OpenAPI spec with Swagger UI:
+The package includes a built-in UI handler that serves popular OpenAPI visualization tools. No need to download or manage static files - everything is served from CDN.
+
+### Quick Start
+
+```go
+import (
+    "github.com/bitechdev/ResolveSpec/pkg/openapi"
+    "github.com/gorilla/mux"
+)
+
+func main() {
+    router := mux.NewRouter()
+
+    // Setup your API routes and OpenAPI generator...
+    // (see examples above)
+
+    // Add the UI handler - defaults to Swagger UI
+    openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+        UIType:  openapi.SwaggerUI,
+        SpecURL: "/openapi",
+        Title:   "My API Documentation",
+    })
+
+    // Now visit http://localhost:8080/docs
+    http.ListenAndServe(":8080", router)
+}
+```
+
+### Supported UI Frameworks
+
+The handler supports four popular OpenAPI UI frameworks:
+
+#### 1. Swagger UI (Default)
+The most widely used OpenAPI UI with excellent compatibility and features.
+
+```go
+openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+    UIType: openapi.SwaggerUI,
+    Theme:  "dark", // optional: "light" or "dark"
+})
+```
+
+#### 2. RapiDoc
+Modern, customizable, and feature-rich OpenAPI UI.
+
+```go
+openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+    UIType: openapi.RapiDoc,
+    Theme:  "dark",
+})
+```
+
+#### 3. Redoc
+Clean, responsive documentation with great UX.
+
+```go
+openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+    UIType: openapi.Redoc,
+})
+```
+
+#### 4. Scalar
+Modern and sleek OpenAPI documentation.
+
+```go
+openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+    UIType: openapi.Scalar,
+    Theme:  "dark",
+})
+```
+
+### Configuration Options
+
+```go
+type UIConfig struct {
+    UIType     UIType // SwaggerUI, RapiDoc, Redoc, or Scalar
+    SpecURL    string // URL to OpenAPI spec (default: "/openapi")
+    Title      string // Page title (default: "API Documentation")
+    FaviconURL string // Custom favicon URL (optional)
+    CustomCSS  string // Custom CSS to inject (optional)
+    Theme      string // "light" or "dark" (support varies by UI)
+}
+```
+
+### Custom Styling Example
+
+```go
+openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+    UIType: openapi.SwaggerUI,
+    Title:  "Acme Corp API",
+    CustomCSS: `
+        .swagger-ui .topbar {
+            background-color: #1976d2;
+        }
+        .swagger-ui .info .title {
+            color: #1976d2;
+        }
+    `,
+})
+```
+
+### Using Multiple UIs
+
+You can serve different UIs at different paths:
+
+```go
+// Swagger UI at /docs
+openapi.SetupUIRoute(router, "/docs", openapi.UIConfig{
+    UIType: openapi.SwaggerUI,
+})
+
+// Redoc at /redoc
+openapi.SetupUIRoute(router, "/redoc", openapi.UIConfig{
+    UIType: openapi.Redoc,
+})
+
+// RapiDoc at /api-docs
+openapi.SetupUIRoute(router, "/api-docs", openapi.UIConfig{
+    UIType: openapi.RapiDoc,
+})
+```
+
+### Manual Handler Usage
+
+If you need more control, use the handler directly:
+
+```go
+handler := openapi.UIHandler(openapi.UIConfig{
+    UIType:  openapi.SwaggerUI,
+    SpecURL: "/api/openapi.json",
+})
+
+router.Handle("/documentation", handler)
+```
+
+## Using with External Swagger UI
+
+Alternatively, you can use an external Swagger UI instance:

 1. Get the spec from `/openapi`
 2. Load it in Swagger UI at `https://petstore.swagger.io/`
 3. Or self-host Swagger UI and point it to your `/openapi` endpoint

-Example with self-hosted Swagger UI:
-
-```go
-// Serve Swagger UI static files
-router.PathPrefix("/swagger/").Handler(
-    http.StripPrefix("/swagger/", http.FileServer(http.Dir("./swagger-ui"))),
-)
-
-// Configure Swagger UI to use /openapi
-```
-
 ## Testing

 You can test the OpenAPI endpoint:
--- a/pkg/openapi/example.go
+++ b/pkg/openapi/example.go
@@ -183,6 +183,69 @@ func ExampleWithFuncSpec() {
 	_ = generatorFunc
 }

+// ExampleWithUIHandler shows how to serve OpenAPI documentation with a web UI
+func ExampleWithUIHandler(db *gorm.DB) {
+	// Create handler and configure OpenAPI generator
+	handler := restheadspec.NewHandlerWithGORM(db)
+	registry := modelregistry.NewModelRegistry()
+
+	handler.SetOpenAPIGenerator(func() (string, error) {
+		generator := NewGenerator(GeneratorConfig{
+			Title:               "My API",
+			Description:         "API documentation with interactive UI",
+			Version:             "1.0.0",
+			BaseURL:             "http://localhost:8080",
+			Registry:            registry,
+			IncludeRestheadSpec: true,
+		})
+		return generator.GenerateJSON()
+	})
+
+	// Setup routes
+	router := mux.NewRouter()
+	restheadspec.SetupMuxRoutes(router, handler, nil)
+
+	// Add UI handlers for different frameworks
+	// Swagger UI at /docs (most popular)
+	SetupUIRoute(router, "/docs", UIConfig{
+		UIType:  SwaggerUI,
+		SpecURL: "/openapi",
+		Title:   "My API - Swagger UI",
+		Theme:   "light",
+	})
+
+	// RapiDoc at /rapidoc (modern alternative)
+	SetupUIRoute(router, "/rapidoc", UIConfig{
+		UIType:  RapiDoc,
+		SpecURL: "/openapi",
+		Title:   "My API - RapiDoc",
+	})
+
+	// Redoc at /redoc (clean and responsive)
+	SetupUIRoute(router, "/redoc", UIConfig{
+		UIType:  Redoc,
+		SpecURL: "/openapi",
+		Title:   "My API - Redoc",
+	})
+
+	// Scalar at /scalar (modern and sleek)
+	SetupUIRoute(router, "/scalar", UIConfig{
+		UIType:  Scalar,
+		SpecURL: "/openapi",
+		Title:   "My API - Scalar",
+		Theme:   "dark",
+	})
+
+	// Now you can access:
+	// http://localhost:8080/docs      - Swagger UI
+	// http://localhost:8080/rapidoc   - RapiDoc
+	// http://localhost:8080/redoc     - Redoc
+	// http://localhost:8080/scalar    - Scalar
+	// http://localhost:8080/openapi   - Raw OpenAPI JSON
+
+	_ = router
+}
+
 // ExampleCustomization shows advanced customization options
 func ExampleCustomization() {
 	// Create registry and register models with descriptions using struct tags
--- a/pkg/openapi/ui_handler.go
+++ b/pkg/openapi/ui_handler.go
@@ -0,0 +1,294 @@
+package openapi
+
+import (
+	"fmt"
+	"html/template"
+	"net/http"
+	"strings"
+
+	"github.com/gorilla/mux"
+)
+
+// UIType represents the type of OpenAPI UI to serve
+type UIType string
+
+const (
+	// SwaggerUI is the most popular OpenAPI UI
+	SwaggerUI UIType = "swagger-ui"
+	// RapiDoc is a modern, customizable OpenAPI UI
+	RapiDoc UIType = "rapidoc"
+	// Redoc is a clean, responsive OpenAPI UI
+	Redoc UIType = "redoc"
+	// Scalar is a modern and sleek OpenAPI UI
+	Scalar UIType = "scalar"
+)
+
+// UIConfig holds configuration for the OpenAPI UI handler
+type UIConfig struct {
+	// UIType specifies which UI framework to use (default: SwaggerUI)
+	UIType UIType
+	// SpecURL is the URL to the OpenAPI spec JSON (default: "/openapi")
+	SpecURL string
+	// Title is the page title (default: "API Documentation")
+	Title string
+	// FaviconURL is the URL to the favicon (optional)
+	FaviconURL string
+	// CustomCSS allows injecting custom CSS (optional)
+	CustomCSS string
+	// Theme for the UI (light/dark, depends on UI type)
+	Theme string
+}
+
+// UIHandler creates an HTTP handler that serves an OpenAPI UI
+func UIHandler(config UIConfig) http.HandlerFunc {
+	// Set defaults
+	if config.UIType == "" {
+		config.UIType = SwaggerUI
+	}
+	if config.SpecURL == "" {
+		config.SpecURL = "/openapi"
+	}
+	if config.Title == "" {
+		config.Title = "API Documentation"
+	}
+	if config.Theme == "" {
+		config.Theme = "light"
+	}
+
+	return func(w http.ResponseWriter, r *http.Request) {
+		var htmlContent string
+		var err error
+
+		switch config.UIType {
+		case SwaggerUI:
+			htmlContent, err = generateSwaggerUI(config)
+		case RapiDoc:
+			htmlContent, err = generateRapiDoc(config)
+		case Redoc:
+			htmlContent, err = generateRedoc(config)
+		case Scalar:
+			htmlContent, err = generateScalar(config)
+		default:
+			http.Error(w, "Unsupported UI type", http.StatusBadRequest)
+			return
+		}
+
+		if err != nil {
+			http.Error(w, fmt.Sprintf("Failed to generate UI: %v", err), http.StatusInternalServerError)
+			return
+		}
+
+		w.Header().Set("Content-Type", "text/html; charset=utf-8")
+		w.WriteHeader(http.StatusOK)
+		_, err = w.Write([]byte(htmlContent))
+		if err != nil {
+			http.Error(w, fmt.Sprintf("Failed to write response: %v", err), http.StatusInternalServerError)
+			return
+		}
+	}
+}
+
+// templateData wraps UIConfig to properly handle CSS in templates
+type templateData struct {
+	UIConfig
+	SafeCustomCSS template.CSS
+}
+
+// generateSwaggerUI generates the HTML for Swagger UI
+func generateSwaggerUI(config UIConfig) (string, error) {
+	tmpl := `<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{{.Title}}</title>
+    {{if .FaviconURL}}<link rel="icon" type="image/png" href="{{.FaviconURL}}">{{end}}
+    <link rel="stylesheet" type="text/css" href="https://cdn.jsdelivr.net/npm/swagger-ui-dist@5/swagger-ui.css">
+    {{if .SafeCustomCSS}}<style>{{.SafeCustomCSS}}</style>{{end}}
+    <style>
+        html { box-sizing: border-box; overflow: -moz-scrollbars-vertical; overflow-y: scroll; }
+        *, *:before, *:after { box-sizing: inherit; }
+        body { margin: 0; padding: 0; }
+    </style>
+</head>
+<body>
+    <div id="swagger-ui"></div>
+    <script src="https://cdn.jsdelivr.net/npm/swagger-ui-dist@5/swagger-ui-bundle.js"></script>
+    <script src="https://cdn.jsdelivr.net/npm/swagger-ui-dist@5/swagger-ui-standalone-preset.js"></script>
+    <script>
+        window.onload = function() {
+            const ui = SwaggerUIBundle({
+                url: "{{.SpecURL}}",
+                dom_id: '#swagger-ui',
+                deepLinking: true,
+                presets: [
+                    SwaggerUIBundle.presets.apis,
+                    SwaggerUIStandalonePreset
+                ],
+                plugins: [
+                    SwaggerUIBundle.plugins.DownloadUrl
+                ],
+                layout: "StandaloneLayout",
+                {{if eq .Theme "dark"}}
+                syntaxHighlight: {
+                    activate: true,
+                    theme: "monokai"
+                }
+                {{end}}
+            });
+            window.ui = ui;
+        };
+    </script>
+</body>
+</html>`
+
+	t, err := template.New("swagger").Parse(tmpl)
+	if err != nil {
+		return "", err
+	}
+
+	data := templateData{
+		UIConfig:      config,
+		SafeCustomCSS: template.CSS(config.CustomCSS),
+	}
+
+	var buf strings.Builder
+	if err := t.Execute(&buf, data); err != nil {
+		return "", err
+	}
+
+	return buf.String(), nil
+}
+
+// generateRapiDoc generates the HTML for RapiDoc
+func generateRapiDoc(config UIConfig) (string, error) {
+	theme := "light"
+	if config.Theme == "dark" {
+		theme = "dark"
+	}
+
+	tmpl := `<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{{.Title}}</title>
+    {{if .FaviconURL}}<link rel="icon" type="image/png" href="{{.FaviconURL}}">{{end}}
+    <script type="module" src="https://unpkg.com/rapidoc/dist/rapidoc-min.js"></script>
+    {{if .SafeCustomCSS}}<style>{{.SafeCustomCSS}}</style>{{end}}
+</head>
+<body>
+    <rapi-doc
+        spec-url="{{.SpecURL}}"
+        theme="` + theme + `"
+        render-style="read"
+        show-header="true"
+        show-info="true"
+        allow-try="true"
+        allow-server-selection="true"
+        allow-authentication="true"
+        api-key-name="Authorization"
+        api-key-location="header"
+    ></rapi-doc>
+</body>
+</html>`
+
+	t, err := template.New("rapidoc").Parse(tmpl)
+	if err != nil {
+		return "", err
+	}
+
+	data := templateData{
+		UIConfig:      config,
+		SafeCustomCSS: template.CSS(config.CustomCSS),
+	}
+
+	var buf strings.Builder
+	if err := t.Execute(&buf, data); err != nil {
+		return "", err
+	}
+
+	return buf.String(), nil
+}
+
+// generateRedoc generates the HTML for Redoc
+func generateRedoc(config UIConfig) (string, error) {
+	tmpl := `<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{{.Title}}</title>
+    {{if .FaviconURL}}<link rel="icon" type="image/png" href="{{.FaviconURL}}">{{end}}
+    {{if .SafeCustomCSS}}<style>{{.SafeCustomCSS}}</style>{{end}}
+    <style>
+        body { margin: 0; padding: 0; }
+    </style>
+</head>
+<body>
+    <redoc spec-url="{{.SpecURL}}" {{if eq .Theme "dark"}}theme='{"colors": {"primary": {"main": "#dd5522"}}}'{{end}}></redoc>
+    <script src="https://cdn.redoc.ly/redoc/latest/bundles/redoc.standalone.js"></script>
+</body>
+</html>`
+
+	t, err := template.New("redoc").Parse(tmpl)
+	if err != nil {
+		return "", err
+	}
+
+	data := templateData{
+		UIConfig:      config,
+		SafeCustomCSS: template.CSS(config.CustomCSS),
+	}
+
+	var buf strings.Builder
+	if err := t.Execute(&buf, data); err != nil {
+		return "", err
+	}
+
+	return buf.String(), nil
+}
+
+// generateScalar generates the HTML for Scalar
+func generateScalar(config UIConfig) (string, error) {
+	tmpl := `<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{{.Title}}</title>
+    {{if .FaviconURL}}<link rel="icon" type="image/png" href="{{.FaviconURL}}">{{end}}
+    {{if .SafeCustomCSS}}<style>{{.SafeCustomCSS}}</style>{{end}}
+    <style>
+        body { margin: 0; padding: 0; }
+    </style>
+</head>
+<body>
+    <script id="api-reference" data-url="{{.SpecURL}}" {{if eq .Theme "dark"}}data-theme="dark"{{end}}></script>
+    <script src="https://cdn.jsdelivr.net/npm/@scalar/api-reference"></script>
+</body>
+</html>`
+
+	t, err := template.New("scalar").Parse(tmpl)
+	if err != nil {
+		return "", err
+	}
+
+	data := templateData{
+		UIConfig:      config,
+		SafeCustomCSS: template.CSS(config.CustomCSS),
+	}
+
+	var buf strings.Builder
+	if err := t.Execute(&buf, data); err != nil {
+		return "", err
+	}
+
+	return buf.String(), nil
+}
+
+// SetupUIRoute adds the OpenAPI UI route to a mux router
+// This is a convenience function for the most common use case
+func SetupUIRoute(router *mux.Router, path string, config UIConfig) {
+	router.Handle(path, UIHandler(config))
+}
--- a/pkg/openapi/ui_handler_test.go
+++ b/pkg/openapi/ui_handler_test.go
@@ -0,0 +1,308 @@
+package openapi
+
+import (
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+
+	"github.com/gorilla/mux"
+)
+
+func TestUIHandler_SwaggerUI(t *testing.T) {
+	config := UIConfig{
+		UIType:  SwaggerUI,
+		SpecURL: "/openapi",
+		Title:   "Test API Docs",
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusOK {
+		t.Errorf("Expected status 200, got %d", resp.StatusCode)
+	}
+
+	body := w.Body.String()
+
+	// Check for Swagger UI specific content
+	if !strings.Contains(body, "swagger-ui") {
+		t.Error("Expected Swagger UI content")
+	}
+	if !strings.Contains(body, "SwaggerUIBundle") {
+		t.Error("Expected SwaggerUIBundle script")
+	}
+	if !strings.Contains(body, config.Title) {
+		t.Errorf("Expected title '%s' in HTML", config.Title)
+	}
+	if !strings.Contains(body, config.SpecURL) {
+		t.Errorf("Expected spec URL '%s' in HTML", config.SpecURL)
+	}
+	if !strings.Contains(body, "swagger-ui-dist") {
+		t.Error("Expected Swagger UI CDN link")
+	}
+}
+
+func TestUIHandler_RapiDoc(t *testing.T) {
+	config := UIConfig{
+		UIType:  RapiDoc,
+		SpecURL: "/api/spec",
+		Title:   "RapiDoc Test",
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusOK {
+		t.Errorf("Expected status 200, got %d", resp.StatusCode)
+	}
+
+	body := w.Body.String()
+
+	// Check for RapiDoc specific content
+	if !strings.Contains(body, "rapi-doc") {
+		t.Error("Expected rapi-doc element")
+	}
+	if !strings.Contains(body, "rapidoc-min.js") {
+		t.Error("Expected RapiDoc script")
+	}
+	if !strings.Contains(body, config.Title) {
+		t.Errorf("Expected title '%s' in HTML", config.Title)
+	}
+	if !strings.Contains(body, config.SpecURL) {
+		t.Errorf("Expected spec URL '%s' in HTML", config.SpecURL)
+	}
+}
+
+func TestUIHandler_Redoc(t *testing.T) {
+	config := UIConfig{
+		UIType:  Redoc,
+		SpecURL: "/spec.json",
+		Title:   "Redoc Test",
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusOK {
+		t.Errorf("Expected status 200, got %d", resp.StatusCode)
+	}
+
+	body := w.Body.String()
+
+	// Check for Redoc specific content
+	if !strings.Contains(body, "<redoc") {
+		t.Error("Expected redoc element")
+	}
+	if !strings.Contains(body, "redoc.standalone.js") {
+		t.Error("Expected Redoc script")
+	}
+	if !strings.Contains(body, config.Title) {
+		t.Errorf("Expected title '%s' in HTML", config.Title)
+	}
+	if !strings.Contains(body, config.SpecURL) {
+		t.Errorf("Expected spec URL '%s' in HTML", config.SpecURL)
+	}
+}
+
+func TestUIHandler_Scalar(t *testing.T) {
+	config := UIConfig{
+		UIType:  Scalar,
+		SpecURL: "/openapi.json",
+		Title:   "Scalar Test",
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusOK {
+		t.Errorf("Expected status 200, got %d", resp.StatusCode)
+	}
+
+	body := w.Body.String()
+
+	// Check for Scalar specific content
+	if !strings.Contains(body, "api-reference") {
+		t.Error("Expected api-reference element")
+	}
+	if !strings.Contains(body, "@scalar/api-reference") {
+		t.Error("Expected Scalar script")
+	}
+	if !strings.Contains(body, config.Title) {
+		t.Errorf("Expected title '%s' in HTML", config.Title)
+	}
+	if !strings.Contains(body, config.SpecURL) {
+		t.Errorf("Expected spec URL '%s' in HTML", config.SpecURL)
+	}
+}
+
+func TestUIHandler_DefaultValues(t *testing.T) {
+	// Test with empty config to check defaults
+	config := UIConfig{}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusOK {
+		t.Errorf("Expected status 200, got %d", resp.StatusCode)
+	}
+
+	body := w.Body.String()
+
+	// Should default to Swagger UI
+	if !strings.Contains(body, "swagger-ui") {
+		t.Error("Expected default to Swagger UI")
+	}
+
+	// Should default to /openapi spec URL
+	if !strings.Contains(body, "/openapi") {
+		t.Error("Expected default spec URL '/openapi'")
+	}
+
+	// Should default to "API Documentation" title
+	if !strings.Contains(body, "API Documentation") {
+		t.Error("Expected default title 'API Documentation'")
+	}
+}
+
+func TestUIHandler_CustomCSS(t *testing.T) {
+	customCSS := ".custom-class { color: red; }"
+	config := UIConfig{
+		UIType:    SwaggerUI,
+		CustomCSS: customCSS,
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	body := w.Body.String()
+
+	if !strings.Contains(body, customCSS) {
+		t.Errorf("Expected custom CSS to be included. Body:\n%s", body)
+	}
+}
+
+func TestUIHandler_Favicon(t *testing.T) {
+	faviconURL := "https://example.com/favicon.ico"
+	config := UIConfig{
+		UIType:     SwaggerUI,
+		FaviconURL: faviconURL,
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	body := w.Body.String()
+
+	if !strings.Contains(body, faviconURL) {
+		t.Error("Expected favicon URL to be included")
+	}
+}
+
+func TestUIHandler_DarkTheme(t *testing.T) {
+	config := UIConfig{
+		UIType: SwaggerUI,
+		Theme:  "dark",
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	body := w.Body.String()
+
+	// SwaggerUI uses monokai theme for dark mode
+	if !strings.Contains(body, "monokai") {
+		t.Error("Expected dark theme configuration for Swagger UI")
+	}
+}
+
+func TestUIHandler_InvalidUIType(t *testing.T) {
+	config := UIConfig{
+		UIType: "invalid-ui-type",
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusBadRequest {
+		t.Errorf("Expected status 400 for invalid UI type, got %d", resp.StatusCode)
+	}
+}
+
+func TestUIHandler_ContentType(t *testing.T) {
+	config := UIConfig{
+		UIType: SwaggerUI,
+	}
+
+	handler := UIHandler(config)
+	req := httptest.NewRequest("GET", "/docs", nil)
+	w := httptest.NewRecorder()
+
+	handler(w, req)
+
+	contentType := w.Header().Get("Content-Type")
+	if !strings.Contains(contentType, "text/html") {
+		t.Errorf("Expected Content-Type to contain 'text/html', got '%s'", contentType)
+	}
+	if !strings.Contains(contentType, "charset=utf-8") {
+		t.Errorf("Expected Content-Type to contain 'charset=utf-8', got '%s'", contentType)
+	}
+}
+
+func TestSetupUIRoute(t *testing.T) {
+	router := mux.NewRouter()
+
+	config := UIConfig{
+		UIType: SwaggerUI,
+	}
+
+	SetupUIRoute(router, "/api-docs", config)
+
+	// Test that the route was added and works
+	req := httptest.NewRequest("GET", "/api-docs", nil)
+	w := httptest.NewRecorder()
+	router.ServeHTTP(w, req)
+
+	if w.Code != http.StatusOK {
+		t.Errorf("Expected status 200, got %d", w.Code)
+	}
+
+	// Verify it returns HTML
+	body := w.Body.String()
+	if !strings.Contains(body, "swagger-ui") {
+		t.Error("Expected Swagger UI content")
+	}
+}
--- a/pkg/reflection/model_utils.go
+++ b/pkg/reflection/model_utils.go
@@ -1,10 +1,12 @@
 package reflection

 import (
+	"encoding/json"
 	"fmt"
 	"reflect"
 	"strconv"
 	"strings"
+	"time"

 	"github.com/bitechdev/ResolveSpec/pkg/modelregistry"
 )
@@ -897,6 +899,368 @@ func GetRelationModel(model interface{}, fieldName string) interface{} {
 	return currentModel
 }

+// MapToStruct populates a struct from a map while preserving custom types
+// It uses reflection to set struct fields based on map keys, matching by:
+// 1. Bun tag column name
+// 2. Gorm tag column name
+// 3. JSON tag name
+// 4. Field name (case-insensitive)
+// This preserves custom types that implement driver.Valuer like SqlJSONB
+func MapToStruct(dataMap map[string]interface{}, target interface{}) error {
+	if dataMap == nil || target == nil {
+		return fmt.Errorf("dataMap and target cannot be nil")
+	}
+
+	targetValue := reflect.ValueOf(target)
+	if targetValue.Kind() != reflect.Ptr {
+		return fmt.Errorf("target must be a pointer to a struct")
+	}
+
+	targetValue = targetValue.Elem()
+	if targetValue.Kind() != reflect.Struct {
+		return fmt.Errorf("target must be a pointer to a struct")
+	}
+
+	targetType := targetValue.Type()
+
+	// Create a map of column names to field indices for faster lookup
+	columnToField := make(map[string]int)
+	for i := 0; i < targetType.NumField(); i++ {
+		field := targetType.Field(i)
+
+		// Skip unexported fields
+		if !field.IsExported() {
+			continue
+		}
+
+		// Build list of possible column names for this field
+		var columnNames []string
+
+		// 1. Bun tag
+		if bunTag := field.Tag.Get("bun"); bunTag != "" && bunTag != "-" {
+			if colName := ExtractColumnFromBunTag(bunTag); colName != "" {
+				columnNames = append(columnNames, colName)
+			}
+		}
+
+		// 2. Gorm tag
+		if gormTag := field.Tag.Get("gorm"); gormTag != "" && gormTag != "-" {
+			if colName := ExtractColumnFromGormTag(gormTag); colName != "" {
+				columnNames = append(columnNames, colName)
+			}
+		}
+
+		// 3. JSON tag
+		if jsonTag := field.Tag.Get("json"); jsonTag != "" && jsonTag != "-" {
+			parts := strings.Split(jsonTag, ",")
+			if len(parts) > 0 && parts[0] != "" {
+				columnNames = append(columnNames, parts[0])
+			}
+		}
+
+		// 4. Field name variations
+		columnNames = append(columnNames, field.Name)
+		columnNames = append(columnNames, strings.ToLower(field.Name))
+		columnNames = append(columnNames, ToSnakeCase(field.Name))
+
+		// Map all column name variations to this field index
+		for _, colName := range columnNames {
+			columnToField[strings.ToLower(colName)] = i
+		}
+	}
+
+	// Iterate through the map and set struct fields
+	for key, value := range dataMap {
+		// Find the field index for this key
+		fieldIndex, found := columnToField[strings.ToLower(key)]
+		if !found {
+			// Skip keys that don't map to any field
+			continue
+		}
+
+		field := targetValue.Field(fieldIndex)
+		if !field.CanSet() {
+			continue
+		}
+
+		// Set the value, preserving custom types
+		if err := setFieldValue(field, value); err != nil {
+			return fmt.Errorf("failed to set field %s: %w", targetType.Field(fieldIndex).Name, err)
+		}
+	}
+
+	return nil
+}
+
+// setFieldValue sets a reflect.Value from an interface{} value, handling type conversions
+func setFieldValue(field reflect.Value, value interface{}) error {
+	if value == nil {
+		// Set zero value for nil
+		field.Set(reflect.Zero(field.Type()))
+		return nil
+	}
+
+	valueReflect := reflect.ValueOf(value)
+
+	// If types match exactly, just set it
+	if valueReflect.Type().AssignableTo(field.Type()) {
+		field.Set(valueReflect)
+		return nil
+	}
+
+	// Handle pointer fields
+	if field.Kind() == reflect.Ptr {
+		if valueReflect.Kind() != reflect.Ptr {
+			// Create a new pointer and set its value
+			newPtr := reflect.New(field.Type().Elem())
+			if err := setFieldValue(newPtr.Elem(), value); err != nil {
+				return err
+			}
+			field.Set(newPtr)
+			return nil
+		}
+	}
+
+	// Handle conversions for basic types
+	switch field.Kind() {
+	case reflect.String:
+		if str, ok := value.(string); ok {
+			field.SetString(str)
+			return nil
+		}
+	case reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64:
+		if num, ok := convertToInt64(value); ok {
+			if field.OverflowInt(num) {
+				return fmt.Errorf("integer overflow")
+			}
+			field.SetInt(num)
+			return nil
+		}
+	case reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64:
+		if num, ok := convertToUint64(value); ok {
+			if field.OverflowUint(num) {
+				return fmt.Errorf("unsigned integer overflow")
+			}
+			field.SetUint(num)
+			return nil
+		}
+	case reflect.Float32, reflect.Float64:
+		if num, ok := convertToFloat64(value); ok {
+			if field.OverflowFloat(num) {
+				return fmt.Errorf("float overflow")
+			}
+			field.SetFloat(num)
+			return nil
+		}
+	case reflect.Bool:
+		if b, ok := value.(bool); ok {
+			field.SetBool(b)
+			return nil
+		}
+	case reflect.Slice:
+		// Handle []byte specially (for types like SqlJSONB)
+		if field.Type().Elem().Kind() == reflect.Uint8 {
+			switch v := value.(type) {
+			case []byte:
+				field.SetBytes(v)
+				return nil
+			case string:
+				field.SetBytes([]byte(v))
+				return nil
+			case map[string]interface{}, []interface{}:
+				// Marshal complex types to JSON for SqlJSONB fields
+				jsonBytes, err := json.Marshal(v)
+				if err != nil {
+					return fmt.Errorf("failed to marshal value to JSON: %w", err)
+				}
+				field.SetBytes(jsonBytes)
+				return nil
+			}
+		}
+	}
+
+	// Handle struct types (like SqlTimeStamp, SqlDate, SqlTime which wrap SqlNull[time.Time])
+	if field.Kind() == reflect.Struct {
+
+		// Handle datatypes.SqlNull[T] and wrapped types (SqlTimeStamp, SqlDate, SqlTime)
+		// Check if the type has a Scan method (sql.Scanner interface)
+		if field.CanAddr() {
+			scanMethod := field.Addr().MethodByName("Scan")
+			if scanMethod.IsValid() {
+				// Call the Scan method with the value
+				results := scanMethod.Call([]reflect.Value{reflect.ValueOf(value)})
+				if len(results) > 0 {
+					// Check if there was an error
+					if err, ok := results[0].Interface().(error); ok && err != nil {
+						return err
+					}
+					return nil
+				}
+			}
+		}
+
+		// Handle time.Time with ISO string fallback
+		if field.Type() == reflect.TypeOf(time.Time{}) {
+			switch v := value.(type) {
+			case time.Time:
+				field.Set(reflect.ValueOf(v))
+				return nil
+			case string:
+				// Try parsing as ISO 8601 / RFC3339
+				if t, err := time.Parse(time.RFC3339, v); err == nil {
+					field.Set(reflect.ValueOf(t))
+					return nil
+				}
+				// Try other common formats
+				formats := []string{
+					"2006-01-02T15:04:05.000-0700",
+					"2006-01-02T15:04:05.000",
+					"2006-01-02T15:04:05",
+					"2006-01-02 15:04:05",
+					"2006-01-02",
+				}
+				for _, format := range formats {
+					if t, err := time.Parse(format, v); err == nil {
+						field.Set(reflect.ValueOf(t))
+						return nil
+					}
+				}
+				return fmt.Errorf("cannot parse time string: %s", v)
+			}
+		}
+
+		// Fallback: Try to find a "Val" field (for SqlNull types) and set it directly
+		valField := field.FieldByName("Val")
+		if valField.IsValid() && valField.CanSet() {
+			// Also set Valid field to true
+			validField := field.FieldByName("Valid")
+			if validField.IsValid() && validField.CanSet() && validField.Kind() == reflect.Bool {
+				// Set the Val field
+				if err := setFieldValue(valField, value); err != nil {
+					return err
+				}
+				// Set Valid to true
+				validField.SetBool(true)
+				return nil
+			}
+		}
+
+	}
+
+	// If we can convert the type, do it
+	if valueReflect.Type().ConvertibleTo(field.Type()) {
+		field.Set(valueReflect.Convert(field.Type()))
+		return nil
+	}
+
+	return fmt.Errorf("cannot convert %v to %v", valueReflect.Type(), field.Type())
+}
+
+// convertToInt64 attempts to convert various types to int64
+func convertToInt64(value interface{}) (int64, bool) {
+	switch v := value.(type) {
+	case int:
+		return int64(v), true
+	case int8:
+		return int64(v), true
+	case int16:
+		return int64(v), true
+	case int32:
+		return int64(v), true
+	case int64:
+		return v, true
+	case uint:
+		return int64(v), true
+	case uint8:
+		return int64(v), true
+	case uint16:
+		return int64(v), true
+	case uint32:
+		return int64(v), true
+	case uint64:
+		return int64(v), true
+	case float32:
+		return int64(v), true
+	case float64:
+		return int64(v), true
+	case string:
+		if num, err := strconv.ParseInt(v, 10, 64); err == nil {
+			return num, true
+		}
+	}
+	return 0, false
+}
+
+// convertToUint64 attempts to convert various types to uint64
+func convertToUint64(value interface{}) (uint64, bool) {
+	switch v := value.(type) {
+	case int:
+		return uint64(v), true
+	case int8:
+		return uint64(v), true
+	case int16:
+		return uint64(v), true
+	case int32:
+		return uint64(v), true
+	case int64:
+		return uint64(v), true
+	case uint:
+		return uint64(v), true
+	case uint8:
+		return uint64(v), true
+	case uint16:
+		return uint64(v), true
+	case uint32:
+		return uint64(v), true
+	case uint64:
+		return v, true
+	case float32:
+		return uint64(v), true
+	case float64:
+		return uint64(v), true
+	case string:
+		if num, err := strconv.ParseUint(v, 10, 64); err == nil {
+			return num, true
+		}
+	}
+	return 0, false
+}
+
+// convertToFloat64 attempts to convert various types to float64
+func convertToFloat64(value interface{}) (float64, bool) {
+	switch v := value.(type) {
+	case int:
+		return float64(v), true
+	case int8:
+		return float64(v), true
+	case int16:
+		return float64(v), true
+	case int32:
+		return float64(v), true
+	case int64:
+		return float64(v), true
+	case uint:
+		return float64(v), true
+	case uint8:
+		return float64(v), true
+	case uint16:
+		return float64(v), true
+	case uint32:
+		return float64(v), true
+	case uint64:
+		return float64(v), true
+	case float32:
+		return float64(v), true
+	case float64:
+		return v, true
+	case string:
+		if num, err := strconv.ParseFloat(v, 64); err == nil {
+			return num, true
+		}
+	}
+	return 0, false
+}
+
 // getRelationModelSingleLevel gets the model type for a single level field (non-recursive)
 // This is a helper function used by GetRelationModel to handle one level at a time
 func getRelationModelSingleLevel(model interface{}, fieldName string) interface{} {
--- a/pkg/reflection/model_utils_sqltypes_test.go
+++ b/pkg/reflection/model_utils_sqltypes_test.go
@@ -0,0 +1,266 @@
+package reflection_test
+
+import (
+	"testing"
+	"time"
+
+	"github.com/bitechdev/ResolveSpec/pkg/reflection"
+	"github.com/bitechdev/ResolveSpec/pkg/spectypes"
+)
+
+func TestMapToStruct_SqlJSONB_PreservesDriverValuer(t *testing.T) {
+	// Test that SqlJSONB type preserves driver.Valuer interface
+	type TestModel struct {
+		ID   int64           `bun:"id,pk" json:"id"`
+		Meta spectypes.SqlJSONB `bun:"meta" json:"meta"`
+	}
+
+	dataMap := map[string]interface{}{
+		"id": int64(123),
+		"meta": map[string]interface{}{
+			"key": "value",
+			"num": 42,
+		},
+	}
+
+	var result TestModel
+	err := reflection.MapToStruct(dataMap, &result)
+	if err != nil {
+		t.Fatalf("MapToStruct() error = %v", err)
+	}
+
+	// Verify the field was set
+	if result.ID != 123 {
+		t.Errorf("ID = %v, want 123", result.ID)
+	}
+
+	// Verify SqlJSONB was populated
+	if len(result.Meta) == 0 {
+		t.Error("Meta is empty, want non-empty")
+	}
+
+	// Most importantly: verify driver.Valuer interface works
+	value, err := result.Meta.Value()
+	if err != nil {
+		t.Errorf("Meta.Value() error = %v, want nil", err)
+	}
+
+	// Value should return a string representation of the JSON
+	if value == nil {
+		t.Error("Meta.Value() returned nil, want non-nil")
+	}
+
+	// Check it's a valid JSON string
+	if str, ok := value.(string); ok {
+		if len(str) == 0 {
+			t.Error("Meta.Value() returned empty string, want valid JSON")
+		}
+		t.Logf("SqlJSONB.Value() returned: %s", str)
+	} else {
+		t.Errorf("Meta.Value() returned type %T, want string", value)
+	}
+}
+
+func TestMapToStruct_SqlJSONB_FromBytes(t *testing.T) {
+	// Test that SqlJSONB can be set from []byte directly
+	type TestModel struct {
+		ID   int64           `bun:"id,pk" json:"id"`
+		Meta spectypes.SqlJSONB `bun:"meta" json:"meta"`
+	}
+
+	jsonBytes := []byte(`{"direct":"bytes"}`)
+	dataMap := map[string]interface{}{
+		"id":   int64(456),
+		"meta": jsonBytes,
+	}
+
+	var result TestModel
+	err := reflection.MapToStruct(dataMap, &result)
+	if err != nil {
+		t.Fatalf("MapToStruct() error = %v", err)
+	}
+
+	if result.ID != 456 {
+		t.Errorf("ID = %v, want 456", result.ID)
+	}
+
+	if string(result.Meta) != string(jsonBytes) {
+		t.Errorf("Meta = %s, want %s", string(result.Meta), string(jsonBytes))
+	}
+
+	// Verify driver.Valuer works
+	value, err := result.Meta.Value()
+	if err != nil {
+		t.Errorf("Meta.Value() error = %v", err)
+	}
+	if value == nil {
+		t.Error("Meta.Value() returned nil")
+	}
+}
+
+func TestMapToStruct_AllSqlTypes(t *testing.T) {
+	// Test model with all SQL custom types
+	type TestModel struct {
+		ID        int64               `bun:"id,pk" json:"id"`
+		Name      string              `bun:"name" json:"name"`
+		CreatedAt spectypes.SqlTimeStamp `bun:"created_at" json:"created_at"`
+		BirthDate spectypes.SqlDate      `bun:"birth_date" json:"birth_date"`
+		LoginTime spectypes.SqlTime      `bun:"login_time" json:"login_time"`
+		Meta      spectypes.SqlJSONB     `bun:"meta" json:"meta"`
+		Tags      spectypes.SqlJSONB     `bun:"tags" json:"tags"`
+	}
+
+	now := time.Now()
+	birthDate := time.Date(1990, 1, 15, 0, 0, 0, 0, time.UTC)
+	loginTime := time.Date(0, 1, 1, 14, 30, 0, 0, time.UTC)
+
+	dataMap := map[string]interface{}{
+		"id":         int64(100),
+		"name":       "Test User",
+		"created_at": now,
+		"birth_date": birthDate,
+		"login_time": loginTime,
+		"meta": map[string]interface{}{
+			"role":   "admin",
+			"active": true,
+		},
+		"tags": []interface{}{"golang", "testing", "sql"},
+	}
+
+	var result TestModel
+	err := reflection.MapToStruct(dataMap, &result)
+	if err != nil {
+		t.Fatalf("MapToStruct() error = %v", err)
+	}
+
+	// Verify basic fields
+	if result.ID != 100 {
+		t.Errorf("ID = %v, want 100", result.ID)
+	}
+	if result.Name != "Test User" {
+		t.Errorf("Name = %v, want 'Test User'", result.Name)
+	}
+
+	// Verify SqlTimeStamp
+	if !result.CreatedAt.Valid {
+		t.Error("CreatedAt.Valid = false, want true")
+	}
+	if !result.CreatedAt.Val.Equal(now) {
+		t.Errorf("CreatedAt.Val = %v, want %v", result.CreatedAt.Val, now)
+	}
+
+	// Verify driver.Valuer for SqlTimeStamp
+	tsValue, err := result.CreatedAt.Value()
+	if err != nil {
+		t.Errorf("CreatedAt.Value() error = %v", err)
+	}
+	if tsValue == nil {
+		t.Error("CreatedAt.Value() returned nil")
+	}
+
+	// Verify SqlDate
+	if !result.BirthDate.Valid {
+		t.Error("BirthDate.Valid = false, want true")
+	}
+	if !result.BirthDate.Val.Equal(birthDate) {
+		t.Errorf("BirthDate.Val = %v, want %v", result.BirthDate.Val, birthDate)
+	}
+
+	// Verify driver.Valuer for SqlDate
+	dateValue, err := result.BirthDate.Value()
+	if err != nil {
+		t.Errorf("BirthDate.Value() error = %v", err)
+	}
+	if dateValue == nil {
+		t.Error("BirthDate.Value() returned nil")
+	}
+
+	// Verify SqlTime
+	if !result.LoginTime.Valid {
+		t.Error("LoginTime.Valid = false, want true")
+	}
+
+	// Verify driver.Valuer for SqlTime
+	timeValue, err := result.LoginTime.Value()
+	if err != nil {
+		t.Errorf("LoginTime.Value() error = %v", err)
+	}
+	if timeValue == nil {
+		t.Error("LoginTime.Value() returned nil")
+	}
+
+	// Verify SqlJSONB for Meta
+	if len(result.Meta) == 0 {
+		t.Error("Meta is empty")
+	}
+	metaValue, err := result.Meta.Value()
+	if err != nil {
+		t.Errorf("Meta.Value() error = %v", err)
+	}
+	if metaValue == nil {
+		t.Error("Meta.Value() returned nil")
+	}
+
+	// Verify SqlJSONB for Tags
+	if len(result.Tags) == 0 {
+		t.Error("Tags is empty")
+	}
+	tagsValue, err := result.Tags.Value()
+	if err != nil {
+		t.Errorf("Tags.Value() error = %v", err)
+	}
+	if tagsValue == nil {
+		t.Error("Tags.Value() returned nil")
+	}
+
+	t.Logf("All SQL types successfully preserved driver.Valuer interface:")
+	t.Logf("  - SqlTimeStamp: %v", tsValue)
+	t.Logf("  - SqlDate: %v", dateValue)
+	t.Logf("  - SqlTime: %v", timeValue)
+	t.Logf("  - SqlJSONB (Meta): %v", metaValue)
+	t.Logf("  - SqlJSONB (Tags): %v", tagsValue)
+}
+
+func TestMapToStruct_SqlNull_NilValues(t *testing.T) {
+	// Test that SqlNull types handle nil values correctly
+	type TestModel struct {
+		ID        int64               `bun:"id,pk" json:"id"`
+		UpdatedAt spectypes.SqlTimeStamp `bun:"updated_at" json:"updated_at"`
+		DeletedAt spectypes.SqlTimeStamp `bun:"deleted_at" json:"deleted_at"`
+	}
+
+	now := time.Now()
+	dataMap := map[string]interface{}{
+		"id":         int64(200),
+		"updated_at": now,
+		"deleted_at": nil, // Explicitly nil
+	}
+
+	var result TestModel
+	err := reflection.MapToStruct(dataMap, &result)
+	if err != nil {
+		t.Fatalf("MapToStruct() error = %v", err)
+	}
+
+	// UpdatedAt should be valid
+	if !result.UpdatedAt.Valid {
+		t.Error("UpdatedAt.Valid = false, want true")
+	}
+	if !result.UpdatedAt.Val.Equal(now) {
+		t.Errorf("UpdatedAt.Val = %v, want %v", result.UpdatedAt.Val, now)
+	}
+
+	// DeletedAt should be invalid (null)
+	if result.DeletedAt.Valid {
+		t.Error("DeletedAt.Valid = true, want false (null)")
+	}
+
+	// Verify driver.Valuer for null SqlTimeStamp
+	deletedValue, err := result.DeletedAt.Value()
+	if err != nil {
+		t.Errorf("DeletedAt.Value() error = %v", err)
+	}
+	if deletedValue != nil {
+		t.Errorf("DeletedAt.Value() = %v, want nil", deletedValue)
+	}
+}
--- a/pkg/reflection/model_utils_test.go
+++ b/pkg/reflection/model_utils_test.go
@@ -1687,3 +1687,201 @@ func TestGetRelationModel_WithTags(t *testing.T) {
 		})
 	}
 }
+
+func TestMapToStruct(t *testing.T) {
+	// Test model with various field types
+	type TestModel struct {
+		ID       int64   `bun:"id,pk" json:"id"`
+		Name     string  `bun:"name" json:"name"`
+		Age      int     `bun:"age" json:"age"`
+		Active   bool    `bun:"active" json:"active"`
+		Score    float64 `bun:"score" json:"score"`
+		Data     []byte  `bun:"data" json:"data"`
+		MetaJSON []byte  `bun:"meta_json" json:"meta_json"`
+	}
+
+	tests := []struct {
+		name     string
+		dataMap  map[string]interface{}
+		expected TestModel
+		wantErr  bool
+	}{
+		{
+			name: "Basic types conversion",
+			dataMap: map[string]interface{}{
+				"id":     int64(123),
+				"name":   "Test User",
+				"age":    30,
+				"active": true,
+				"score":  95.5,
+			},
+			expected: TestModel{
+				ID:     123,
+				Name:   "Test User",
+				Age:    30,
+				Active: true,
+				Score:  95.5,
+			},
+			wantErr: false,
+		},
+		{
+			name: "Byte slice (SqlJSONB-like) from []byte",
+			dataMap: map[string]interface{}{
+				"id":   int64(456),
+				"name": "JSON Test",
+				"data": []byte(`{"key":"value"}`),
+			},
+			expected: TestModel{
+				ID:   456,
+				Name: "JSON Test",
+				Data: []byte(`{"key":"value"}`),
+			},
+			wantErr: false,
+		},
+		{
+			name: "Byte slice from string",
+			dataMap: map[string]interface{}{
+				"id":   int64(789),
+				"data": "string data",
+			},
+			expected: TestModel{
+				ID:   789,
+				Data: []byte("string data"),
+			},
+			wantErr: false,
+		},
+		{
+			name: "Byte slice from map (JSON marshal)",
+			dataMap: map[string]interface{}{
+				"id": int64(999),
+				"meta_json": map[string]interface{}{
+					"field1": "value1",
+					"field2": 42,
+				},
+			},
+			expected: TestModel{
+				ID:       999,
+				MetaJSON: []byte(`{"field1":"value1","field2":42}`),
+			},
+			wantErr: false,
+		},
+		{
+			name: "Byte slice from slice (JSON marshal)",
+			dataMap: map[string]interface{}{
+				"id":        int64(111),
+				"meta_json": []interface{}{"item1", "item2", 3},
+			},
+			expected: TestModel{
+				ID:       111,
+				MetaJSON: []byte(`["item1","item2",3]`),
+			},
+			wantErr: false,
+		},
+		{
+			name: "Field matching by bun tag",
+			dataMap: map[string]interface{}{
+				"id":   int64(222),
+				"name": "Tagged Field",
+			},
+			expected: TestModel{
+				ID:   222,
+				Name: "Tagged Field",
+			},
+			wantErr: false,
+		},
+		{
+			name: "Nil values",
+			dataMap: map[string]interface{}{
+				"id":   int64(333),
+				"data": nil,
+			},
+			expected: TestModel{
+				ID:   333,
+				Data: nil,
+			},
+			wantErr: false,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			var result TestModel
+			err := MapToStruct(tt.dataMap, &result)
+
+			if (err != nil) != tt.wantErr {
+				t.Errorf("MapToStruct() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+
+			// Compare fields individually for better error messages
+			if result.ID != tt.expected.ID {
+				t.Errorf("ID = %v, want %v", result.ID, tt.expected.ID)
+			}
+			if result.Name != tt.expected.Name {
+				t.Errorf("Name = %v, want %v", result.Name, tt.expected.Name)
+			}
+			if result.Age != tt.expected.Age {
+				t.Errorf("Age = %v, want %v", result.Age, tt.expected.Age)
+			}
+			if result.Active != tt.expected.Active {
+				t.Errorf("Active = %v, want %v", result.Active, tt.expected.Active)
+			}
+			if result.Score != tt.expected.Score {
+				t.Errorf("Score = %v, want %v", result.Score, tt.expected.Score)
+			}
+
+			// For byte slices, compare as strings for JSON data
+			if tt.expected.Data != nil {
+				if string(result.Data) != string(tt.expected.Data) {
+					t.Errorf("Data = %s, want %s", string(result.Data), string(tt.expected.Data))
+				}
+			}
+			if tt.expected.MetaJSON != nil {
+				if string(result.MetaJSON) != string(tt.expected.MetaJSON) {
+					t.Errorf("MetaJSON = %s, want %s", string(result.MetaJSON), string(tt.expected.MetaJSON))
+				}
+			}
+		})
+	}
+}
+
+func TestMapToStruct_Errors(t *testing.T) {
+	type TestModel struct {
+		ID int `bun:"id" json:"id"`
+	}
+
+	tests := []struct {
+		name    string
+		dataMap map[string]interface{}
+		target  interface{}
+		wantErr bool
+	}{
+		{
+			name:    "Nil dataMap",
+			dataMap: nil,
+			target:  &TestModel{},
+			wantErr: true,
+		},
+		{
+			name:    "Nil target",
+			dataMap: map[string]interface{}{"id": 1},
+			target:  nil,
+			wantErr: true,
+		},
+		{
+			name:    "Non-pointer target",
+			dataMap: map[string]interface{}{"id": 1},
+			target:  TestModel{},
+			wantErr: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			err := MapToStruct(tt.dataMap, tt.target)
+			if (err != nil) != tt.wantErr {
+				t.Errorf("MapToStruct() error = %v, wantErr %v", err, tt.wantErr)
+			}
+		})
+	}
+}
--- a/pkg/resolvespec/cache_helpers.go
+++ b/pkg/resolvespec/cache_helpers.go
@@ -0,0 +1,118 @@
+package resolvespec
+
+import (
+	"context"
+	"crypto/sha256"
+	"encoding/hex"
+	"encoding/json"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/bitechdev/ResolveSpec/pkg/cache"
+	"github.com/bitechdev/ResolveSpec/pkg/common"
+)
+
+// queryCacheKey represents the components used to build a cache key for query total count
+type queryCacheKey struct {
+	TableName      string                `json:"table_name"`
+	Filters        []common.FilterOption `json:"filters"`
+	Sort           []common.SortOption   `json:"sort"`
+	CustomSQLWhere string                `json:"custom_sql_where,omitempty"`
+	CustomSQLOr    string                `json:"custom_sql_or,omitempty"`
+	CursorForward  string                `json:"cursor_forward,omitempty"`
+	CursorBackward string                `json:"cursor_backward,omitempty"`
+}
+
+// cachedTotal represents a cached total count
+type cachedTotal struct {
+	Total int `json:"total"`
+}
+
+// buildQueryCacheKey builds a cache key from query parameters for total count caching
+func buildQueryCacheKey(tableName string, filters []common.FilterOption, sort []common.SortOption, customWhere, customOr string) string {
+	key := queryCacheKey{
+		TableName:      tableName,
+		Filters:        filters,
+		Sort:           sort,
+		CustomSQLWhere: customWhere,
+		CustomSQLOr:    customOr,
+	}
+
+	// Serialize to JSON for consistent hashing
+	jsonData, err := json.Marshal(key)
+	if err != nil {
+		// Fallback to simple string concatenation if JSON fails
+		return hashString(fmt.Sprintf("%s_%v_%v_%s_%s", tableName, filters, sort, customWhere, customOr))
+	}
+
+	return hashString(string(jsonData))
+}
+
+// buildExtendedQueryCacheKey builds a cache key for extended query options with cursor pagination
+func buildExtendedQueryCacheKey(tableName string, filters []common.FilterOption, sort []common.SortOption,
+	customWhere, customOr string, cursorFwd, cursorBwd string) string {
+
+	key := queryCacheKey{
+		TableName:      tableName,
+		Filters:        filters,
+		Sort:           sort,
+		CustomSQLWhere: customWhere,
+		CustomSQLOr:    customOr,
+		CursorForward:  cursorFwd,
+		CursorBackward: cursorBwd,
+	}
+
+	// Serialize to JSON for consistent hashing
+	jsonData, err := json.Marshal(key)
+	if err != nil {
+		// Fallback to simple string concatenation if JSON fails
+		return hashString(fmt.Sprintf("%s_%v_%v_%s_%s_%s_%s",
+			tableName, filters, sort, customWhere, customOr, cursorFwd, cursorBwd))
+	}
+
+	return hashString(string(jsonData))
+}
+
+// hashString computes SHA256 hash of a string
+func hashString(s string) string {
+	h := sha256.New()
+	h.Write([]byte(s))
+	return hex.EncodeToString(h.Sum(nil))
+}
+
+// getQueryTotalCacheKey returns a formatted cache key for storing/retrieving total count
+func getQueryTotalCacheKey(hash string) string {
+	return fmt.Sprintf("query_total:%s", hash)
+}
+
+// buildCacheTags creates cache tags from schema and table name
+func buildCacheTags(schema, tableName string) []string {
+	return []string{
+		fmt.Sprintf("schema:%s", strings.ToLower(schema)),
+		fmt.Sprintf("table:%s", strings.ToLower(tableName)),
+	}
+}
+
+// setQueryTotalCache stores a query total in the cache with schema and table tags
+func setQueryTotalCache(ctx context.Context, cacheKey string, total int, schema, tableName string, ttl time.Duration) error {
+	c := cache.GetDefaultCache()
+	cacheData := cachedTotal{Total: total}
+	tags := buildCacheTags(schema, tableName)
+
+	return c.SetWithTags(ctx, cacheKey, cacheData, ttl, tags)
+}
+
+// invalidateCacheForTags removes all cached items matching the specified tags
+func invalidateCacheForTags(ctx context.Context, tags []string) error {
+	c := cache.GetDefaultCache()
+
+	// Invalidate for each tag
+	for _, tag := range tags {
+		if err := c.DeleteByTag(ctx, tag); err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
--- a/pkg/resolvespec/handler.go
+++ b/pkg/resolvespec/handler.go
@@ -2,6 +2,7 @@ package resolvespec

 import (
 	"context"
+	"database/sql"
 	"encoding/json"
 	"fmt"
 	"net/http"
@@ -330,19 +331,17 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 	// Use extended cache key if cursors are present
 	var cacheKeyHash string
 	if len(options.CursorForward) > 0 || len(options.CursorBackward) > 0 {
-		cacheKeyHash = cache.BuildExtendedQueryCacheKey(
+		cacheKeyHash = buildExtendedQueryCacheKey(
 			tableName,
 			options.Filters,
 			options.Sort,
-			"",    // No custom SQL WHERE in resolvespec
-			"",    // No custom SQL OR in resolvespec
-			nil,   // No expand options in resolvespec
-			false, // distinct not used here
+			"", // No custom SQL WHERE in resolvespec
+			"", // No custom SQL OR in resolvespec
 			options.CursorForward,
 			options.CursorBackward,
 		)
 	} else {
-		cacheKeyHash = cache.BuildQueryCacheKey(
+		cacheKeyHash = buildQueryCacheKey(
 			tableName,
 			options.Filters,
 			options.Sort,
@@ -350,10 +349,10 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 			"", // No custom SQL OR in resolvespec
 		)
 	}
-	cacheKey := cache.GetQueryTotalCacheKey(cacheKeyHash)
+	cacheKey := getQueryTotalCacheKey(cacheKeyHash)

 	// Try to retrieve from cache
-	var cachedTotal cache.CachedTotal
+	var cachedTotal cachedTotal
 	err := cache.GetDefaultCache().Get(ctx, cacheKey, &cachedTotal)
 	if err == nil {
 		total = cachedTotal.Total
@@ -370,10 +369,9 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 		total = count
 		logger.Debug("Total records (from query): %d", total)

-		// Store in cache
+		// Store in cache with schema and table tags
 		cacheTTL := time.Minute * 2 // Default 2 minutes TTL
-		cacheData := cache.CachedTotal{Total: total}
-		if err := cache.GetDefaultCache().Set(ctx, cacheKey, cacheData, cacheTTL); err != nil {
+		if err := setQueryTotalCache(ctx, cacheKey, total, schema, tableName, cacheTTL); err != nil {
 			logger.Warn("Failed to cache query total: %v", err)
 			// Don't fail the request if caching fails
 		} else {
@@ -463,6 +461,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 				return
 			}
 			logger.Info("Successfully created record with nested data, ID: %v", result.ID)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, result.Data, nil)
 			return
 		}
@@ -479,6 +482,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 			return
 		}
 		logger.Info("Successfully created record, rows affected: %d", result.RowsAffected())
+		// Invalidate cache for this table
+		cacheTags := buildCacheTags(schema, tableName)
+		if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+			logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+		}
 		h.sendResponse(w, v, nil)

 	case []map[string]interface{}:
@@ -517,6 +525,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 				return
 			}
 			logger.Info("Successfully created %d records with nested data", len(results))
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, results, nil)
 			return
 		}
@@ -540,6 +553,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 			return
 		}
 		logger.Info("Successfully created %d records", len(v))
+		// Invalidate cache for this table
+		cacheTags := buildCacheTags(schema, tableName)
+		if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+			logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+		}
 		h.sendResponse(w, v, nil)

 	case []interface{}:
@@ -583,6 +601,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 				return
 			}
 			logger.Info("Successfully created %d records with nested data", len(results))
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, results, nil)
 			return
 		}
@@ -610,6 +633,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 			return
 		}
 		logger.Info("Successfully created %d records", len(v))
+		// Invalidate cache for this table
+		cacheTags := buildCacheTags(schema, tableName)
+		if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+			logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+		}
 		h.sendResponse(w, list, nil)

 	default:
@@ -660,6 +688,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, url
 				return
 			}
 			logger.Info("Successfully updated record with nested data, rows: %d", result.AffectedRows)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, result.Data, nil)
 			return
 		}
@@ -696,6 +729,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, url
 		}

 		logger.Info("Successfully updated %d records", result.RowsAffected())
+		// Invalidate cache for this table
+		cacheTags := buildCacheTags(schema, tableName)
+		if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+			logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+		}
 		h.sendResponse(w, data, nil)

 	case []map[string]interface{}:
@@ -734,6 +772,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, url
 				return
 			}
 			logger.Info("Successfully updated %d records with nested data", len(results))
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, results, nil)
 			return
 		}
@@ -757,6 +800,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, url
 			return
 		}
 		logger.Info("Successfully updated %d records", len(updates))
+		// Invalidate cache for this table
+		cacheTags := buildCacheTags(schema, tableName)
+		if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+			logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+		}
 		h.sendResponse(w, updates, nil)

 	case []interface{}:
@@ -799,6 +847,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, url
 				return
 			}
 			logger.Info("Successfully updated %d records with nested data", len(results))
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, results, nil)
 			return
 		}
@@ -826,6 +879,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, url
 			return
 		}
 		logger.Info("Successfully updated %d records", len(list))
+		// Invalidate cache for this table
+		cacheTags := buildCacheTags(schema, tableName)
+		if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+			logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+		}
 		h.sendResponse(w, list, nil)

 	default:
@@ -872,6 +930,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 				return
 			}
 			logger.Info("Successfully deleted %d records", len(v))
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, map[string]interface{}{"deleted": len(v)}, nil)
 			return

@@ -913,6 +976,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 				return
 			}
 			logger.Info("Successfully deleted %d records", deletedCount)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, map[string]interface{}{"deleted": deletedCount}, nil)
 			return

@@ -939,6 +1007,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 				return
 			}
 			logger.Info("Successfully deleted %d records", deletedCount)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, map[string]interface{}{"deleted": deletedCount}, nil)
 			return

@@ -957,7 +1030,29 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 		return
 	}

-	query := h.db.NewDelete().Table(tableName).Where(fmt.Sprintf("%s = ?", common.QuoteIdent(reflection.GetPrimaryKeyName(model))), id)
+	// Get primary key name
+	pkName := reflection.GetPrimaryKeyName(model)
+
+	// First, fetch the record that will be deleted
+	modelType := reflect.TypeOf(model)
+	if modelType.Kind() == reflect.Ptr {
+		modelType = modelType.Elem()
+	}
+	recordToDelete := reflect.New(modelType).Interface()
+
+	selectQuery := h.db.NewSelect().Model(recordToDelete).Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)
+	if err := selectQuery.ScanModel(ctx); err != nil {
+		if err == sql.ErrNoRows {
+			logger.Warn("Record not found for delete: %s = %s", pkName, id)
+			h.sendError(w, http.StatusNotFound, "not_found", "Record not found", err)
+			return
+		}
+		logger.Error("Error fetching record for delete: %v", err)
+		h.sendError(w, http.StatusInternalServerError, "fetch_error", "Error fetching record", err)
+		return
+	}
+
+	query := h.db.NewDelete().Table(tableName).Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)

 	result, err := query.Exec(ctx)
 	if err != nil {
@@ -966,14 +1061,21 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 		return
 	}

+	// Check if the record was actually deleted
 	if result.RowsAffected() == 0 {
-		logger.Warn("No record found to delete with ID: %s", id)
-		h.sendError(w, http.StatusNotFound, "not_found", "Record not found", nil)
+		logger.Warn("No rows deleted for ID: %s", id)
+		h.sendError(w, http.StatusNotFound, "not_found", "Record not found or already deleted", nil)
 		return
 	}

 	logger.Info("Successfully deleted record with ID: %s", id)
-	h.sendResponse(w, nil, nil)
+	// Return the deleted record data
+	// Invalidate cache for this table
+	cacheTags := buildCacheTags(schema, tableName)
+	if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+		logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+	}
+	h.sendResponse(w, recordToDelete, nil)
 }

 func (h *Handler) applyFilter(query common.SelectQuery, filter common.FilterOption) common.SelectQuery {
--- a/pkg/restheadspec/cache_helpers.go
+++ b/pkg/restheadspec/cache_helpers.go
@@ -1,4 +1,4 @@
-package cache
+package restheadspec

 import (
 	"context"
@@ -7,56 +7,42 @@ import (
 	"encoding/json"
 	"fmt"
 	"strings"
+	"time"

+	"github.com/bitechdev/ResolveSpec/pkg/cache"
 	"github.com/bitechdev/ResolveSpec/pkg/common"
 )

-// QueryCacheKey represents the components used to build a cache key for query total count
-type QueryCacheKey struct {
+// expandOptionKey represents expand options for cache key
+type expandOptionKey struct {
+	Relation string `json:"relation"`
+	Where    string `json:"where,omitempty"`
+}
+
+// queryCacheKey represents the components used to build a cache key for query total count
+type queryCacheKey struct {
 	TableName      string                `json:"table_name"`
 	Filters        []common.FilterOption `json:"filters"`
 	Sort           []common.SortOption   `json:"sort"`
 	CustomSQLWhere string                `json:"custom_sql_where,omitempty"`
 	CustomSQLOr    string                `json:"custom_sql_or,omitempty"`
-	Expand         []ExpandOptionKey     `json:"expand,omitempty"`
+	Expand         []expandOptionKey     `json:"expand,omitempty"`
 	Distinct       bool                  `json:"distinct,omitempty"`
 	CursorForward  string                `json:"cursor_forward,omitempty"`
 	CursorBackward string                `json:"cursor_backward,omitempty"`
 }

-// ExpandOptionKey represents expand options for cache key
-type ExpandOptionKey struct {
-	Relation string `json:"relation"`
-	Where    string `json:"where,omitempty"`
+// cachedTotal represents a cached total count
+type cachedTotal struct {
+	Total int `json:"total"`
 }

-// BuildQueryCacheKey builds a cache key from query parameters for total count caching
-// This is used to cache the total count of records matching a query
-func BuildQueryCacheKey(tableName string, filters []common.FilterOption, sort []common.SortOption, customWhere, customOr string) string {
-	key := QueryCacheKey{
-		TableName:      tableName,
-		Filters:        filters,
-		Sort:           sort,
-		CustomSQLWhere: customWhere,
-		CustomSQLOr:    customOr,
-	}
-
-	// Serialize to JSON for consistent hashing
-	jsonData, err := json.Marshal(key)
-	if err != nil {
-		// Fallback to simple string concatenation if JSON fails
-		return hashString(fmt.Sprintf("%s_%v_%v_%s_%s", tableName, filters, sort, customWhere, customOr))
-	}
-
-	return hashString(string(jsonData))
-}
-
-// BuildExtendedQueryCacheKey builds a cache key for extended query options (restheadspec)
+// buildExtendedQueryCacheKey builds a cache key for extended query options (restheadspec)
 // Includes expand, distinct, and cursor pagination options
-func BuildExtendedQueryCacheKey(tableName string, filters []common.FilterOption, sort []common.SortOption,
+func buildExtendedQueryCacheKey(tableName string, filters []common.FilterOption, sort []common.SortOption,
 	customWhere, customOr string, expandOpts []interface{}, distinct bool, cursorFwd, cursorBwd string) string {

-	key := QueryCacheKey{
+	key := queryCacheKey{
 		TableName:      tableName,
 		Filters:        filters,
 		Sort:           sort,
@@ -69,11 +55,11 @@ func BuildExtendedQueryCacheKey(tableName string, filters []common.FilterOption,

 	// Convert expand options to cache key format
 	if len(expandOpts) > 0 {
-		key.Expand = make([]ExpandOptionKey, 0, len(expandOpts))
+		key.Expand = make([]expandOptionKey, 0, len(expandOpts))
 		for _, exp := range expandOpts {
 			// Type assert to get the expand option fields we care about for caching
 			if expMap, ok := exp.(map[string]interface{}); ok {
-				expKey := ExpandOptionKey{}
+				expKey := expandOptionKey{}
 				if rel, ok := expMap["relation"].(string); ok {
 					expKey.Relation = rel
 				}
@@ -83,7 +69,6 @@ func BuildExtendedQueryCacheKey(tableName string, filters []common.FilterOption,
 				key.Expand = append(key.Expand, expKey)
 			}
 		}
-		// Sort expand options for consistent hashing (already sorted by relation name above)
 	}

 	// Serialize to JSON for consistent hashing
@@ -104,24 +89,38 @@ func hashString(s string) string {
 	return hex.EncodeToString(h.Sum(nil))
 }

-// GetQueryTotalCacheKey returns a formatted cache key for storing/retrieving total count
-func GetQueryTotalCacheKey(hash string) string {
+// getQueryTotalCacheKey returns a formatted cache key for storing/retrieving total count
+func getQueryTotalCacheKey(hash string) string {
 	return fmt.Sprintf("query_total:%s", hash)
 }

-// CachedTotal represents a cached total count
-type CachedTotal struct {
-	Total int `json:"total"`
+// buildCacheTags creates cache tags from schema and table name
+func buildCacheTags(schema, tableName string) []string {
+	return []string{
+		fmt.Sprintf("schema:%s", strings.ToLower(schema)),
+		fmt.Sprintf("table:%s", strings.ToLower(tableName)),
+	}
 }

-// InvalidateCacheForTable removes all cached totals for a specific table
-// This should be called when data in the table changes (insert/update/delete)
-func InvalidateCacheForTable(ctx context.Context, tableName string) error {
-	cache := GetDefaultCache()
+// setQueryTotalCache stores a query total in the cache with schema and table tags
+func setQueryTotalCache(ctx context.Context, cacheKey string, total int, schema, tableName string, ttl time.Duration) error {
+	c := cache.GetDefaultCache()
+	cacheData := cachedTotal{Total: total}
+	tags := buildCacheTags(schema, tableName)

-	// Build a pattern to match all query totals for this table
-	// Note: This requires pattern matching support in the provider
-	pattern := fmt.Sprintf("query_total:*%s*", strings.ToLower(tableName))
-
-	return cache.DeleteByPattern(ctx, pattern)
+	return c.SetWithTags(ctx, cacheKey, cacheData, ttl, tags)
+}
+
+// invalidateCacheForTags removes all cached items matching the specified tags
+func invalidateCacheForTags(ctx context.Context, tags []string) error {
+	c := cache.GetDefaultCache()
+
+	// Invalidate for each tag
+	for _, tag := range tags {
+		if err := c.DeleteByTag(ctx, tag); err != nil {
+			return err
+		}
+	}
+
+	return nil
 }
--- a/pkg/restheadspec/handler.go
+++ b/pkg/restheadspec/handler.go
@@ -2,6 +2,7 @@ package restheadspec

 import (
 	"context"
+	"database/sql"
 	"encoding/json"
 	"fmt"
 	"net/http"
@@ -513,14 +514,22 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 			direction = "DESC"
 		}
 		logger.Debug("Applying sort: %s %s", sort.Column, direction)
-		query = query.Order(fmt.Sprintf("%s %s", sort.Column, direction))
+
+		// Check if it's an expression (enclosed in brackets) - use directly without quoting
+		if strings.HasPrefix(sort.Column, "(") && strings.HasSuffix(sort.Column, ")") {
+			// For expressions, pass as raw SQL to prevent auto-quoting
+			query = query.OrderExpr(fmt.Sprintf("%s %s", sort.Column, direction))
+		} else {
+			// Regular column - let Bun handle quoting
+			query = query.Order(fmt.Sprintf("%s %s", sort.Column, direction))
+		}
 	}

 	// Get total count before pagination (unless skip count is requested)
 	var total int
 	if !options.SkipCount {
 		// Try to get from cache first (unless SkipCache is true)
-		var cachedTotal *cache.CachedTotal
+		var cachedTotalData *cachedTotal
 		var cacheKey string

 		if !options.SkipCache {
@@ -534,7 +543,7 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 				}
 			}

-			cacheKeyHash := cache.BuildExtendedQueryCacheKey(
+			cacheKeyHash := buildExtendedQueryCacheKey(
 				tableName,
 				options.Filters,
 				options.Sort,
@@ -545,22 +554,22 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 				options.CursorForward,
 				options.CursorBackward,
 			)
-			cacheKey = cache.GetQueryTotalCacheKey(cacheKeyHash)
+			cacheKey = getQueryTotalCacheKey(cacheKeyHash)

 			// Try to retrieve from cache
-			cachedTotal = &cache.CachedTotal{}
-			err := cache.GetDefaultCache().Get(ctx, cacheKey, cachedTotal)
+			cachedTotalData = &cachedTotal{}
+			err := cache.GetDefaultCache().Get(ctx, cacheKey, cachedTotalData)
 			if err == nil {
-				total = cachedTotal.Total
+				total = cachedTotalData.Total
 				logger.Debug("Total records (from cache): %d", total)
 			} else {
 				logger.Debug("Cache miss for query total")
-				cachedTotal = nil
+				cachedTotalData = nil
 			}
 		}

 		// If not in cache or cache skip, execute count query
-		if cachedTotal == nil {
+		if cachedTotalData == nil {
 			count, err := query.Count(ctx)
 			if err != nil {
 				logger.Error("Error counting records: %v", err)
@@ -570,11 +579,10 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 			total = count
 			logger.Debug("Total records (from query): %d", total)

-			// Store in cache (if caching is enabled)
+			// Store in cache with schema and table tags (if caching is enabled)
 			if !options.SkipCache && cacheKey != "" {
 				cacheTTL := time.Minute * 2 // Default 2 minutes TTL
-				cacheData := &cache.CachedTotal{Total: total}
-				if err := cache.GetDefaultCache().Set(ctx, cacheKey, cacheData, cacheTTL); err != nil {
+				if err := setQueryTotalCache(ctx, cacheKey, total, schema, tableName, cacheTTL); err != nil {
 					logger.Warn("Failed to cache query total: %v", err)
 					// Don't fail the request if caching fails
 				} else {
@@ -653,6 +661,14 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 		return
 	}

+	// Check if a specific ID was requested but no record was found
+	resultCount := reflection.Len(modelPtr)
+	if id != "" && resultCount == 0 {
+		logger.Warn("Record not found for ID: %s", id)
+		h.sendError(w, http.StatusNotFound, "not_found", "Record not found", nil)
+		return
+	}
+
 	limit := 0
 	if options.Limit != nil {
 		limit = *options.Limit
@@ -667,7 +683,7 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st

 	metadata := &common.Metadata{
 		Total:    int64(total),
-		Count:    int64(reflection.Len(modelPtr)),
+		Count:    int64(resultCount),
 		Filtered: int64(total),
 		Limit:    limit,
 		Offset:   offset,
@@ -746,9 +762,42 @@ func (h *Handler) applyPreloadWithRecursion(query common.SelectQuery, preload co

 			// Apply ComputedQL fields if any
 			if len(preload.ComputedQL) > 0 {
+				// Get the base table name from the related model
+				baseTableName := getTableNameFromModel(relatedModel)
+
+				// Convert the preload relation path to the appropriate alias format
+				// This is ORM-specific. Currently we only support Bun's format.
+				// TODO: Add support for other ORMs if needed
+				preloadAlias := ""
+				if h.db.GetUnderlyingDB() != nil {
+					// Check if we're using Bun by checking the type name
+					underlyingType := fmt.Sprintf("%T", h.db.GetUnderlyingDB())
+					if strings.Contains(underlyingType, "bun.DB") {
+						// Use Bun's alias format: lowercase with double underscores
+						preloadAlias = relationPathToBunAlias(preload.Relation)
+					}
+					// For GORM: GORM doesn't use the same alias format, and this fix
+					// may not be needed since GORM handles preloads differently
+				}
+
+				logger.Debug("Applying computed columns to preload %s (alias: %s, base table: %s)",
+					preload.Relation, preloadAlias, baseTableName)
+
 				for colName, colExpr := range preload.ComputedQL {
+					// Replace table references in the expression with the preload alias
+					// This fixes the ambiguous column reference issue when there are multiple
+					// levels of recursive/nested preloads
+					adjustedExpr := colExpr
+					if baseTableName != "" && preloadAlias != "" {
+						adjustedExpr = replaceTableReferencesInSQL(colExpr, baseTableName, preloadAlias)
+						if adjustedExpr != colExpr {
+							logger.Debug("Adjusted computed column expression for %s: '%s' -> '%s'",
+								colName, colExpr, adjustedExpr)
+						}
+					}
+
 					logger.Debug("Applying computed column to preload %s: %s", preload.Relation, colName)
-					sq = sq.ColumnExpr(fmt.Sprintf("(%s) AS %s", colExpr, colName))
+					sq = sq.ColumnExpr(fmt.Sprintf("(%s) AS %s", adjustedExpr, colName))
 					// Remove the computed column from selected columns to avoid duplication
 					for colIndex := range preload.Columns {
 						if preload.Columns[colIndex] == colName {
@@ -794,7 +843,14 @@ func (h *Handler) applyPreloadWithRecursion(query common.SelectQuery, preload co
 		// Apply sorting
 		if len(preload.Sort) > 0 {
 			for _, sort := range preload.Sort {
-				sq = sq.Order(fmt.Sprintf("%s %s", sort.Column, sort.Direction))
+				// Check if it's an expression (enclosed in brackets) - use directly without quoting
+				if strings.HasPrefix(sort.Column, "(") && strings.HasSuffix(sort.Column, ")") {
+					// For expressions, pass as raw SQL to prevent auto-quoting
+					sq = sq.OrderExpr(fmt.Sprintf("%s %s", sort.Column, sort.Direction))
+				} else {
+					// Regular column - let ORM handle quoting
+					sq = sq.Order(fmt.Sprintf("%s %s", sort.Column, sort.Direction))
+				}
 			}
 		}

@@ -841,6 +897,73 @@ func (h *Handler) applyPreloadWithRecursion(query common.SelectQuery, preload co
 	return query
 }

+// relationPathToBunAlias converts a relation path like "MAL.MAL.DEF" to the Bun alias format "mal__mal__def"
+// Bun generates aliases for nested relations by lowercasing and replacing dots with double underscores
+func relationPathToBunAlias(relationPath string) string {
+	if relationPath == "" {
+		return ""
+	}
+	// Convert to lowercase and replace dots with double underscores
+	alias := strings.ToLower(relationPath)
+	alias = strings.ReplaceAll(alias, ".", "__")
+	return alias
+}
+
+// replaceTableReferencesInSQL replaces references to a base table name in a SQL expression
+// with the appropriate alias for the current preload level
+// For example, if baseTableName is "mastertaskitem" and targetAlias is "mal__mal",
+// it will replace "mastertaskitem.rid_mastertaskitem" with "mal__mal.rid_mastertaskitem"
+func replaceTableReferencesInSQL(sqlExpr, baseTableName, targetAlias string) string {
+	if sqlExpr == "" || baseTableName == "" || targetAlias == "" {
+		return sqlExpr
+	}
+
+	// Replace both quoted and unquoted table references
+	// Handle patterns like: tablename.column, "tablename".column, tablename."column", "tablename"."column"
+
+	// Pattern 1: tablename.column (unquoted)
+	result := strings.ReplaceAll(sqlExpr, baseTableName+".", targetAlias+".")
+
+	// Pattern 2: "tablename".column or "tablename"."column" (quoted table name)
+	result = strings.ReplaceAll(result, "\""+baseTableName+"\".", "\""+targetAlias+"\".")
+
+	return result
+}
+
+// getTableNameFromModel extracts the table name from a model
+// It checks the bun tag first, then falls back to converting the struct name to snake_case
+func getTableNameFromModel(model interface{}) string {
+	if model == nil {
+		return ""
+	}
+
+	modelType := reflect.TypeOf(model)
+
+	// Unwrap pointers
+	for modelType != nil && modelType.Kind() == reflect.Ptr {
+		modelType = modelType.Elem()
+	}
+
+	if modelType == nil || modelType.Kind() != reflect.Struct {
+		return ""
+	}
+
+	// Look for bun tag on embedded BaseModel
+	for i := 0; i < modelType.NumField(); i++ {
+		field := modelType.Field(i)
+		if field.Anonymous {
+			bunTag := field.Tag.Get("bun")
+			if strings.HasPrefix(bunTag, "table:") {
+				return strings.TrimPrefix(bunTag, "table:")
+			}
+		}
+	}
+
+	// Fallback: convert struct name to lowercase (simple heuristic)
+	// This handles cases like "MasterTaskItem" -> "mastertaskitem"
+	return strings.ToLower(modelType.Name())
+}
+
 func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, data interface{}, options ExtendedRequestOptions) {
 	// Capture panics and return error response
 	defer func() {
@@ -1025,6 +1148,11 @@ func (h *Handler) handleCreate(ctx context.Context, w common.ResponseWriter, dat
 	}

 	logger.Info("Successfully created %d record(s)", len(mergedResults))
+	// Invalidate cache for this table
+	cacheTags := buildCacheTags(schema, tableName)
+	if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+		logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+	}
 	h.sendResponseWithOptions(w, responseData, nil, &options)
 }

@@ -1120,8 +1248,19 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, id
 		// Ensure ID is in the data map for the update
 		dataMap[pkName] = targetID

-		// Create update query
-		query := tx.NewUpdate().Table(tableName).SetMap(dataMap)
+		// Populate model instance from dataMap to preserve custom types (like SqlJSONB)
+		// Get the type of the model, handling both pointer and non-pointer types
+		modelType := reflect.TypeOf(model)
+		if modelType.Kind() == reflect.Ptr {
+			modelType = modelType.Elem()
+		}
+		modelInstance := reflect.New(modelType).Interface()
+		if err := reflection.MapToStruct(dataMap, modelInstance); err != nil {
+			return fmt.Errorf("failed to populate model from data: %w", err)
+		}
+
+		// Create update query using Model() to preserve custom types and driver.Valuer interfaces
+		query := tx.NewUpdate().Model(modelInstance)
 		query = query.Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), targetID)

 		// Execute BeforeScan hooks - pass query chain so hooks can modify it
@@ -1185,6 +1324,11 @@ func (h *Handler) handleUpdate(ctx context.Context, w common.ResponseWriter, id
 	}

 	logger.Info("Successfully updated record with ID: %v", targetID)
+	// Invalidate cache for this table
+	cacheTags := buildCacheTags(schema, tableName)
+	if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+		logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+	}
 	h.sendResponseWithOptions(w, mergedData, nil, &options)
 }

@@ -1253,6 +1397,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 				return
 			}
 			logger.Info("Successfully deleted %d records", deletedCount)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, map[string]interface{}{"deleted": deletedCount}, nil)
 			return

@@ -1321,6 +1470,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 				return
 			}
 			logger.Info("Successfully deleted %d records", deletedCount)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, map[string]interface{}{"deleted": deletedCount}, nil)
 			return

@@ -1375,6 +1529,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 				return
 			}
 			logger.Info("Successfully deleted %d records", deletedCount)
+			// Invalidate cache for this table
+			cacheTags := buildCacheTags(schema, tableName)
+			if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+				logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+			}
 			h.sendResponse(w, map[string]interface{}{"deleted": deletedCount}, nil)
 			return

@@ -1388,7 +1547,34 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 	}

 	// Single delete with URL ID
-	// Execute BeforeDelete hooks
+	if id == "" {
+		h.sendError(w, http.StatusBadRequest, "missing_id", "ID is required for delete", nil)
+		return
+	}
+
+	// Get primary key name
+	pkName := reflection.GetPrimaryKeyName(model)
+
+	// First, fetch the record that will be deleted
+	modelType := reflect.TypeOf(model)
+	if modelType.Kind() == reflect.Ptr {
+		modelType = modelType.Elem()
+	}
+	recordToDelete := reflect.New(modelType).Interface()
+
+	selectQuery := h.db.NewSelect().Model(recordToDelete).Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)
+	if err := selectQuery.ScanModel(ctx); err != nil {
+		if err == sql.ErrNoRows {
+			logger.Warn("Record not found for delete: %s = %s", pkName, id)
+			h.sendError(w, http.StatusNotFound, "not_found", "Record not found", err)
+			return
+		}
+		logger.Error("Error fetching record for delete: %v", err)
+		h.sendError(w, http.StatusInternalServerError, "fetch_error", "Error fetching record", err)
+		return
+	}
+
+	// Execute BeforeDelete hooks with the record data
 	hookCtx := &HookContext{
 		Context:   ctx,
 		Handler:   h,
@@ -1399,6 +1585,7 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 		ID:        id,
 		Writer:    w,
 		Tx:        h.db,
+		Data:      recordToDelete,
 	}

 	if err := h.hooks.Execute(BeforeDelete, hookCtx); err != nil {
@@ -1408,13 +1595,7 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 	}

 	query := h.db.NewDelete().Table(tableName)
-
-	if id == "" {
-		h.sendError(w, http.StatusBadRequest, "missing_id", "ID is required for delete", nil)
-		return
-	}
-
-	query = query.Where(fmt.Sprintf("%s = ?", common.QuoteIdent(reflection.GetPrimaryKeyName(model))), id)
+	query = query.Where(fmt.Sprintf("%s = ?", common.QuoteIdent(pkName)), id)

 	// Execute BeforeScan hooks - pass query chain so hooks can modify it
 	hookCtx.Query = query
@@ -1436,11 +1617,15 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 		return
 	}

-	// Execute AfterDelete hooks
-	responseData := map[string]interface{}{
-		"deleted": result.RowsAffected(),
+	// Check if the record was actually deleted
+	if result.RowsAffected() == 0 {
+		logger.Warn("No rows deleted for ID: %s", id)
+		h.sendError(w, http.StatusNotFound, "not_found", "Record not found or already deleted", nil)
+		return
 	}
-	hookCtx.Result = responseData
+
+	// Execute AfterDelete hooks with the deleted record data
+	hookCtx.Result = recordToDelete
 	hookCtx.Error = nil

 	if err := h.hooks.Execute(AfterDelete, hookCtx); err != nil {
@@ -1449,7 +1634,13 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 		return
 	}

-	h.sendResponse(w, responseData, nil)
+	// Return the deleted record data
+	// Invalidate cache for this table
+	cacheTags := buildCacheTags(schema, tableName)
+	if err := invalidateCacheForTags(ctx, cacheTags); err != nil {
+		logger.Warn("Failed to invalidate cache for table %s: %v", tableName, err)
+	}
+	h.sendResponse(w, recordToDelete, nil)
 }

 // mergeRecordWithRequest merges a database record with the original request data
@@ -1945,14 +2136,20 @@ func (h *Handler) sendResponse(w common.ResponseWriter, data interface{}, metada

 // sendResponseWithOptions sends a response with optional formatting
 func (h *Handler) sendResponseWithOptions(w common.ResponseWriter, data interface{}, metadata *common.Metadata, options *ExtendedRequestOptions) {
+	w.SetHeader("Content-Type", "application/json")
+	if data == nil {
+		data = map[string]interface{}{}
+		w.WriteHeader(http.StatusPartialContent)
+	} else {
+		w.WriteHeader(http.StatusOK)
+	}
 	// Normalize single-record arrays to objects if requested
 	if options != nil && options.SingleRecordAsObject {
 		data = h.normalizeResultArray(data)
 	}

 	// Return data as-is without wrapping in common.Response
-	w.SetHeader("Content-Type", "application/json")
-	w.WriteHeader(http.StatusOK)
+
 	if err := w.WriteJSON(data); err != nil {
 		logger.Error("Failed to write JSON response: %v", err)
 	}
@@ -1962,7 +2159,7 @@ func (h *Handler) sendResponseWithOptions(w common.ResponseWriter, data interfac
 // Returns the single element if data is a slice/array with exactly one element, otherwise returns data unchanged
 func (h *Handler) normalizeResultArray(data interface{}) interface{} {
 	if data == nil {
-		return nil
+		return map[string]interface{}{}
 	}

 	// Use reflection to check if data is a slice or array
@@ -1971,18 +2168,41 @@ func (h *Handler) normalizeResultArray(data interface{}) interface{} {
 		dataValue = dataValue.Elem()
 	}

-	// Check if it's a slice or array with exactly one element
-	if (dataValue.Kind() == reflect.Slice || dataValue.Kind() == reflect.Array) && dataValue.Len() == 1 {
-		// Return the single element
-		return dataValue.Index(0).Interface()
+	// Check if it's a slice or array
+	if dataValue.Kind() == reflect.Slice || dataValue.Kind() == reflect.Array {
+		if dataValue.Len() == 1 {
+			// Return the single element
+			return dataValue.Index(0).Interface()
+		} else if dataValue.Len() == 0 {
+			// Return empty object instead of empty array
+			return map[string]interface{}{}
+		}
 	}

+	if dataValue.Kind() == reflect.String {
+		str := dataValue.String()
+		if str == "" || str == "null" {
+			return map[string]interface{}{}
+		}
+
+	}
 	return data
 }

 // sendFormattedResponse sends response with formatting options
 func (h *Handler) sendFormattedResponse(w common.ResponseWriter, data interface{}, metadata *common.Metadata, options ExtendedRequestOptions) {
 	// Normalize single-record arrays to objects if requested
+	httpStatus := http.StatusOK
+	if data == nil {
+		data = map[string]interface{}{}
+		httpStatus = http.StatusPartialContent
+	} else {
+		dataLen := reflection.Len(data)
+		if dataLen == 0 {
+			httpStatus = http.StatusPartialContent
+		}
+	}
+
 	if options.SingleRecordAsObject {
 		data = h.normalizeResultArray(data)
 	}
@@ -2001,7 +2221,7 @@ func (h *Handler) sendFormattedResponse(w common.ResponseWriter, data interface{
 	switch options.ResponseFormat {
 	case "simple":
 		// Simple format: just return the data array
-		w.WriteHeader(http.StatusOK)
+		w.WriteHeader(httpStatus)
 		if err := w.WriteJSON(data); err != nil {
 			logger.Error("Failed to write JSON response: %v", err)
 		}
@@ -2013,7 +2233,7 @@ func (h *Handler) sendFormattedResponse(w common.ResponseWriter, data interface{
 		if metadata != nil {
 			response["count"] = metadata.Total
 		}
-		w.WriteHeader(http.StatusOK)
+		w.WriteHeader(httpStatus)
 		if err := w.WriteJSON(response); err != nil {
 			logger.Error("Failed to write JSON response: %v", err)
 		}
@@ -2024,7 +2244,7 @@ func (h *Handler) sendFormattedResponse(w common.ResponseWriter, data interface{
 			Data:     data,
 			Metadata: metadata,
 		}
-		w.WriteHeader(http.StatusOK)
+		w.WriteHeader(httpStatus)
 		if err := w.WriteJSON(response); err != nil {
 			logger.Error("Failed to write JSON response: %v", err)
 		}
@@ -2082,7 +2302,14 @@ func (h *Handler) FetchRowNumber(ctx context.Context, tableName string, pkName s
 			if strings.EqualFold(sort.Direction, "desc") {
 				direction = "DESC"
 			}
-			sortParts = append(sortParts, fmt.Sprintf("%s.%s %s", tableName, sort.Column, direction))
+
+			// Check if it's an expression (enclosed in brackets) - use directly without table prefix
+			if strings.HasPrefix(sort.Column, "(") && strings.HasSuffix(sort.Column, ")") {
+				sortParts = append(sortParts, fmt.Sprintf("%s %s", sort.Column, direction))
+			} else {
+				// Regular column - add table prefix
+				sortParts = append(sortParts, fmt.Sprintf("%s.%s %s", tableName, sort.Column, direction))
+			}
 		}
 		sortSQL = strings.Join(sortParts, ", ")
 	} else {
@@ -2291,6 +2518,55 @@ func (h *Handler) filterExtendedOptions(validator *common.ColumnValidator, optio
 			expandValidator := common.NewColumnValidator(relInfo.relatedModel)
 			// Filter columns using the related model's validator
 			filteredExpand.Columns = expandValidator.FilterValidColumns(expand.Columns)
+
+			// Filter sort columns in the expand Sort string
+			if expand.Sort != "" {
+				sortFields := strings.Split(expand.Sort, ",")
+				validSortFields := make([]string, 0, len(sortFields))
+				for _, sortField := range sortFields {
+					sortField = strings.TrimSpace(sortField)
+					if sortField == "" {
+						continue
+					}
+
+					// Extract column name (remove direction prefixes/suffixes)
+					colName := sortField
+					direction := ""
+
+					if strings.HasPrefix(sortField, "-") {
+						direction = "-"
+						colName = strings.TrimPrefix(sortField, "-")
+					} else if strings.HasPrefix(sortField, "+") {
+						direction = "+"
+						colName = strings.TrimPrefix(sortField, "+")
+					}
+
+					if strings.HasSuffix(strings.ToLower(colName), " desc") {
+						direction = " desc"
+						colName = strings.TrimSuffix(strings.ToLower(colName), " desc")
+					} else if strings.HasSuffix(strings.ToLower(colName), " asc") {
+						direction = " asc"
+						colName = strings.TrimSuffix(strings.ToLower(colName), " asc")
+					}
+
+					colName = strings.TrimSpace(colName)
+
+					// Validate the column name
+					if expandValidator.IsValidColumn(colName) {
+						validSortFields = append(validSortFields, direction+colName)
+					} else if strings.HasPrefix(colName, "(") && strings.HasSuffix(colName, ")") {
+						// Allow sort by expression/subquery, but validate for security
+						if common.IsSafeSortExpression(colName) {
+							validSortFields = append(validSortFields, direction+colName)
+						} else {
+							logger.Warn("Unsafe sort expression in expand '%s' removed: '%s'", expand.Relation, colName)
+						}
+					} else {
+						logger.Warn("Invalid column in expand '%s' sort '%s' removed", expand.Relation, colName)
+					}
+				}
+				filteredExpand.Sort = strings.Join(validSortFields, ",")
+			}
 		} else {
 			// If we can't find the relationship, log a warning and skip column filtering
 			logger.Warn("Cannot validate columns for unknown relation: %s", expand.Relation)
--- a/pkg/restheadspec/headers.go
+++ b/pkg/restheadspec/headers.go
@@ -529,19 +529,47 @@ func (h *Handler) parseSorting(options *ExtendedRequestOptions, value string) {
 }

 // parseCommaSeparated parses comma-separated values and trims whitespace
+// It respects bracket nesting and only splits on commas outside of parentheses
 func (h *Handler) parseCommaSeparated(value string) []string {
 	if value == "" {
 		return nil
 	}

-	parts := strings.Split(value, ",")
-	result := make([]string, 0, len(parts))
-	for _, part := range parts {
-		part = strings.TrimSpace(part)
-		if part != "" {
-			result = append(result, part)
+	result := make([]string, 0)
+	var current strings.Builder
+	nestingLevel := 0
+
+	for _, char := range value {
+		switch char {
+		case '(':
+			nestingLevel++
+			current.WriteRune(char)
+		case ')':
+			nestingLevel--
+			current.WriteRune(char)
+		case ',':
+			if nestingLevel == 0 {
+				// We're outside all brackets, so split here
+				part := strings.TrimSpace(current.String())
+				if part != "" {
+					result = append(result, part)
+				}
+				current.Reset()
+			} else {
+				// Inside brackets, keep the comma
+				current.WriteRune(char)
+			}
+		default:
+			current.WriteRune(char)
 		}
 	}
+
+	// Add the last part
+	part := strings.TrimSpace(current.String())
+	if part != "" {
+		result = append(result, part)
+	}
+
 	return result
 }

--- a/pkg/restheadspec/integration_test.go
+++ b/pkg/restheadspec/integration_test.go
@@ -1,3 +1,4 @@
+//go:build integration
 // +build integration

 package restheadspec
@@ -21,12 +22,12 @@ import (

 // Test models
 type TestUser struct {
-	ID        uint      `gorm:"primaryKey" json:"id"`
-	Name      string    `gorm:"not null" json:"name"`
-	Email     string    `gorm:"uniqueIndex;not null" json:"email"`
-	Age       int       `json:"age"`
-	Active    bool      `gorm:"default:true" json:"active"`
-	CreatedAt time.Time `json:"created_at"`
+	ID        uint       `gorm:"primaryKey" json:"id"`
+	Name      string     `gorm:"not null" json:"name"`
+	Email     string     `gorm:"uniqueIndex;not null" json:"email"`
+	Age       int        `json:"age"`
+	Active    bool       `gorm:"default:true" json:"active"`
+	CreatedAt time.Time  `json:"created_at"`
 	Posts     []TestPost `gorm:"foreignKey:UserID" json:"posts,omitempty"`
 }

@@ -35,13 +36,13 @@ func (TestUser) TableName() string {
 }

 type TestPost struct {
-	ID        uint      `gorm:"primaryKey" json:"id"`
-	UserID    uint      `gorm:"not null" json:"user_id"`
-	Title     string    `gorm:"not null" json:"title"`
-	Content   string    `json:"content"`
-	Published bool      `gorm:"default:false" json:"published"`
-	CreatedAt time.Time `json:"created_at"`
-	User      *TestUser  `gorm:"foreignKey:UserID" json:"user,omitempty"`
+	ID        uint          `gorm:"primaryKey" json:"id"`
+	UserID    uint          `gorm:"not null" json:"user_id"`
+	Title     string        `gorm:"not null" json:"title"`
+	Content   string        `json:"content"`
+	Published bool          `gorm:"default:false" json:"published"`
+	CreatedAt time.Time     `json:"created_at"`
+	User      *TestUser     `gorm:"foreignKey:UserID" json:"user,omitempty"`
 	Comments  []TestComment `gorm:"foreignKey:PostID" json:"comments,omitempty"`
 }

@@ -54,7 +55,7 @@ type TestComment struct {
 	PostID    uint      `gorm:"not null" json:"post_id"`
 	Content   string    `gorm:"not null" json:"content"`
 	CreatedAt time.Time `json:"created_at"`
-	Post      *TestPost  `gorm:"foreignKey:PostID" json:"post,omitempty"`
+	Post      *TestPost `gorm:"foreignKey:PostID" json:"post,omitempty"`
 }

 func (TestComment) TableName() string {
@@ -401,7 +402,7 @@ func TestIntegration_GetMetadata(t *testing.T) {

 	muxRouter.ServeHTTP(w, req)

-	if w.Code != http.StatusOK {
+	if !(w.Code == http.StatusOK || w.Code == http.StatusPartialContent) {
 		t.Errorf("Expected status 200, got %d. Body: %s", w.Code, w.Body.String())
 	}

@@ -492,7 +493,7 @@ func TestIntegration_QueryParamsOverHeaders(t *testing.T) {

 	muxRouter.ServeHTTP(w, req)

-	if w.Code != http.StatusOK {
+	if !(w.Code == http.StatusOK || w.Code == http.StatusPartialContent) {
 		t.Errorf("Expected status 200, got %d", w.Code)
 	}

--- a/pkg/spectypes/sql_types.go
+++ b/pkg/spectypes/sql_types.go
@@ -1,5 +1,5 @@
-// Package common provides nullable SQL types with automatic casting and conversion methods.
-package common
+// Package spectypes provides nullable SQL types with automatic casting and conversion methods.
+package spectypes

 import (
 	"database/sql"
--- a/pkg/spectypes/sql_types_test.go
+++ b/pkg/spectypes/sql_types_test.go
@@ -1,4 +1,4 @@
-package common
+package spectypes

 import (
 	"database/sql/driver"
--- a/pkg/tracing/README.md
+++ b/pkg/tracing/README.md
@@ -465,7 +465,7 @@ func processRequest(ctx context.Context) {

 1. **Check collector is running:**
   ```bash
-   docker-compose ps
+   podman compose ps
   ```

 2. **Verify endpoint:**
@@ -476,7 +476,7 @@ func processRequest(ctx context.Context) {

 3. **Check logs:**
   ```bash
-   docker-compose logs otel-collector
+   podman compose logs otel-collector
   ```

 ### Disable Tracing
--- a/scripts/run-integration-tests.sh
+++ b/scripts/run-integration-tests.sh
@@ -14,33 +14,33 @@ NC='\033[0m' # No Color

 echo -e "${GREEN}=== ResolveSpec Integration Tests ===${NC}\n"

-# Check if docker-compose is available
-if ! command -v docker-compose &> /dev/null; then
-    echo -e "${RED}Error: docker-compose is not installed${NC}"
-    echo "Please install docker-compose or run PostgreSQL manually"
+# Check if podman compose is available
+if ! command -v podman &> /dev/null; then
+    echo -e "${RED}Error: podman is not installed${NC}"
+    echo "Please install podman or run PostgreSQL manually"
    echo "See INTEGRATION_TESTS.md for details"
    exit 1
 fi

 # Clean up any existing containers and networks from previous runs
 echo -e "${YELLOW}Cleaning up existing containers and networks...${NC}"
-docker-compose down -v 2>/dev/null || true
+podman compose down -v 2>/dev/null || true

 # Start PostgreSQL
 echo -e "${YELLOW}Starting PostgreSQL...${NC}"
-docker-compose up -d postgres-test
+podman compose up -d postgres-test

 # Wait for PostgreSQL to be ready
 echo -e "${YELLOW}Waiting for PostgreSQL to be ready...${NC}"
 max_attempts=30
 attempt=0

-while ! docker-compose exec -T postgres-test pg_isready -U postgres > /dev/null 2>&1; do
+while ! podman compose exec -T postgres-test pg_isready -U postgres > /dev/null 2>&1; do
    attempt=$((attempt + 1))
    if [ $attempt -ge $max_attempts ]; then
        echo -e "${RED}Error: PostgreSQL failed to start after ${max_attempts} seconds${NC}"
-        docker-compose logs postgres-test
-        docker-compose down
+        podman compose logs postgres-test
+        podman compose down
        exit 1
    fi
    sleep 1
@@ -51,8 +51,8 @@ echo -e "\n${GREEN}PostgreSQL is ready!${NC}\n"

 # Create test databases
 echo -e "${YELLOW}Creating test databases...${NC}"
-docker-compose exec -T postgres-test psql -U postgres -c "CREATE DATABASE resolvespec_test;" 2>/dev/null || echo "  resolvespec_test already exists"
-docker-compose exec -T postgres-test psql -U postgres -c "CREATE DATABASE restheadspec_test;" 2>/dev/null || echo "  restheadspec_test already exists"
+podman compose exec -T postgres-test psql -U postgres -c "CREATE DATABASE resolvespec_test;" 2>/dev/null || echo "  resolvespec_test already exists"
+podman compose exec -T postgres-test psql -U postgres -c "CREATE DATABASE restheadspec_test;" 2>/dev/null || echo "  restheadspec_test already exists"
 echo -e "${GREEN}Test databases ready!${NC}\n"

 # Determine which tests to run
@@ -79,6 +79,6 @@ fi

 # Cleanup
 echo -e "\n${YELLOW}Stopping PostgreSQL...${NC}"
-docker-compose down
+podman compose down

 exit $EXIT_CODE
--- a/tests/INTEGRATION_TESTS.md
+++ b/tests/INTEGRATION_TESTS.md
@@ -19,14 +19,14 @@ Integration tests validate the full functionality of both `pkg/resolvespec` and

 - Go 1.19 or later
 - PostgreSQL 12 or later
- Docker and Docker Compose (optional, for easy setup)
+- Podman and Podman Compose (optional, for easy setup)

-## Quick Start with Docker
+## Quick Start with Podman

-### 1. Start PostgreSQL with Docker Compose
+### 1. Start PostgreSQL with Podman Compose

 ```bash
-docker-compose up -d postgres-test
+podman compose up -d postgres-test
 ```

 This starts a PostgreSQL container with the following default settings:
@@ -52,7 +52,7 @@ go test -tags=integration ./pkg/restheadspec -v
 ### 3. Stop PostgreSQL

 ```bash
-docker-compose down
+podman compose down
 ```

 ## Manual PostgreSQL Setup
@@ -161,7 +161,7 @@ If you see "connection refused" errors:

 1. Check that PostgreSQL is running:
   ```bash
-   docker-compose ps
+   podman compose ps
   ```

 2. Verify connection parameters:
@@ -194,10 +194,10 @@ Each test automatically cleans up its data using `TRUNCATE`. If you need a fresh

 ```bash
 # Stop and remove containers (removes data)
-docker-compose down -v
+podman compose down -v

 # Restart
-docker-compose up -d postgres-test
+podman compose up -d postgres-test
 ```

 ## CI/CD Integration
--- a/tests/README_TESTS.md
+++ b/tests/README_TESTS.md
@@ -119,13 +119,13 @@ Integration tests require a PostgreSQL database and use the `// +build integrati
 - PostgreSQL 12+ installed and running
 - Create test databases manually (see below)

-### Setup with Docker
+### Setup with Podman

 1. **Start PostgreSQL**:
   ```bash
   make docker-up
   # or
-   docker-compose up -d postgres-test
+   podman compose up -d postgres-test
   ```

 2. **Run Tests**:
@@ -141,10 +141,10 @@ Integration tests require a PostgreSQL database and use the `// +build integrati
   ```bash
   make docker-down
   # or
-   docker-compose down
+   podman compose down
   ```

-### Setup without Docker
+### Setup without Podman

 1. **Create Databases**:
   ```sql
@@ -289,8 +289,8 @@ go test -tags=integration ./pkg/resolvespec -v
 **Problem**: "connection refused" or "database does not exist"

 **Solutions**:
-1. Check PostgreSQL is running: `docker-compose ps`
-2. Verify databases exist: `docker-compose exec postgres-test psql -U postgres -l`
+1. Check PostgreSQL is running: `podman compose ps`
+2. Verify databases exist: `podman compose exec postgres-test psql -U postgres -l`
 3. Check environment variable: `echo $TEST_DATABASE_URL`
 4. Recreate databases: `make clean && make docker-up`
Author	SHA1	Message	Date
Hein	63ed62a9a3	fix: Stupid logic error. Some checks failed Build , Vet Test, and Lint / Run Vet Tests (1.24.x) (push) Successful in -26m2s Details Build , Vet Test, and Lint / Run Vet Tests (1.23.x) (push) Successful in -25m39s Details Build , Vet Test, and Lint / Build (push) Successful in -25m47s Details Build , Vet Test, and Lint / Lint Code (push) Successful in -25m6s Details Tests / Unit Tests (push) Failing after -26m5s Details Tests / Integration Tests (push) Failing after -26m5s Details Co-authored-by: IvanX006 <ivan@bitechsystems.co.za> Co-authored-by: Warkanum <HEIN.PUTH@GMAIL.COM> Co-authored-by: Hein <hein@bitechsystems.co.za>	2025-12-19 16:52:34 +02:00
Hein	0525323a47	Fixed tests failing due to reponse header status Co-authored-by: IvanX006 <ivan@bitechsystems.co.za> Co-authored-by: Warkanum <HEIN.PUTH@GMAIL.COM> Co-authored-by: Hein <hein@bitechsystems.co.za>	2025-12-19 16:50:16 +02:00
Hein Puth (Warkanum)	c3443f702e	Merge pull request #4 from bitechdev/fix-dockers Fixed Attempt to Fix Docker / Podman	2025-12-19 16:42:38 +02:00
Hein	45c463c117	Fixed Attempt to Fix Docker / Podman Co-authored-by: IvanX006 <ivan@bitechsystems.co.za> Co-authored-by: Warkanum <HEIN.PUTH@GMAIL.COM> Co-authored-by: Hein <hein@bitechsystems.co.za>	2025-12-19 16:42:01 +02:00
Hein	84d673ce14	Added OpenAPI UI Routes Co-authored-by: IvanX006 <ivan@bitechsystems.co.za> Co-authored-by: Warkanum <HEIN.PUTH@GMAIL.COM> Co-authored-by: Hein <hein@bitechsystems.co.za>	2025-12-19 16:32:14 +02:00
Hein	02fbdbd651	Cache package is pure infrastructure. Cache invalidates on create/delete from the API Some checks failed Tests / Integration Tests (push) Failing after 9s Details Build , Vet Test, and Lint / Lint Code (push) Successful in 8m13s Details Build , Vet Test, and Lint / Build (push) Successful in -24m36s Details Build , Vet Test, and Lint / Run Vet Tests (1.23.x) (push) Successful in -25m6s Details Build , Vet Test, and Lint / Run Vet Tests (1.24.x) (push) Successful in -24m33s Details Tests / Unit Tests (push) Failing after -25m39s Details	2025-12-18 16:30:38 +02:00
Hein	97988e3b5e	Updated bun version	2025-12-18 15:54:00 +02:00
Hein	c9838ad9d2	Bun bugfix	2025-12-18 15:22:58 +02:00
Hein	c5c0608f63	StatusPartialContent is better since we need to result to see.	2025-12-18 14:48:14 +02:00
Hein	39c3f05d21	StatusNoContent for zero length data	2025-12-18 13:34:07 +02:00
Hein	4ecd1ac17e	Fixed to StatusNoContent	2025-12-18 13:20:39 +02:00
Hein	2b1aea0338	Fix null interface issue and added partial content response when content is empty	2025-12-18 13:19:57 +02:00
Hein	1e749efeb3	Fixes for not found records	2025-12-18 13:08:26 +02:00
Hein	09be676096	Resolvespec delete returns deleted record	2025-12-18 12:52:47 +02:00
Hein	e8350a70be	Fixed delete record to return the record	2025-12-18 12:49:37 +02:00
Hein	5937b9eab5	Fixed the double table on update Some checks are pending Build , Vet Test, and Lint / Run Vet Tests (1.23.x) (push) Waiting to run Details Build , Vet Test, and Lint / Run Vet Tests (1.24.x) (push) Waiting to run Details Build , Vet Test, and Lint / Lint Code (push) Waiting to run Details Build , Vet Test, and Lint / Build (push) Waiting to run Details Tests / Unit Tests (push) Waiting to run Details Tests / Integration Tests (push) Waiting to run Details	2025-12-18 12:14:39 +02:00
Hein	7c861c708e	[breaking] Another breaking change datatypes -> spectypes	2025-12-18 11:49:35 +02:00
Hein	77f39af2f9	[breaking] Moved sql types to datatypes	2025-12-18 11:43:19 +02:00
Hein	fbc1471581	Fixed panic caused by model type not being pointer in rest header spec.	2025-12-18 11:21:59 +02:00
Hein	9351093e2a	Fixed order by. Added OrderExpr to database interface Some checks are pending Build , Vet Test, and Lint / Run Vet Tests (1.23.x) (push) Waiting to run Details Build , Vet Test, and Lint / Run Vet Tests (1.24.x) (push) Waiting to run Details Build , Vet Test, and Lint / Lint Code (push) Waiting to run Details Build , Vet Test, and Lint / Build (push) Waiting to run Details Tests / Unit Tests (push) Waiting to run Details Tests / Integration Tests (push) Waiting to run Details	2025-12-17 16:50:33 +02:00
Hein	932f12ab0a	Update handler fixes for Utils bug Some checks failed Build , Vet Test, and Lint / Run Vet Tests (1.23.x) (push) Has been cancelled Details Build , Vet Test, and Lint / Run Vet Tests (1.24.x) (push) Has been cancelled Details Build , Vet Test, and Lint / Lint Code (push) Has been cancelled Details Build , Vet Test, and Lint / Build (push) Has been cancelled Details Tests / Unit Tests (push) Has been cancelled Details Tests / Integration Tests (push) Has been cancelled Details	2025-12-12 17:01:37 +02:00
Hein	b22792bad6	Optional check for bun	2025-12-12 14:49:52 +02:00
Hein	e8111c01aa	Fixed for relation preloading	2025-12-12 11:45:04 +02:00
Hein	5862016031	Added ModelRules Some checks are pending Build , Vet Test, and Lint / Run Vet Tests (1.23.x) (push) Waiting to run Details Build , Vet Test, and Lint / Run Vet Tests (1.24.x) (push) Waiting to run Details Build , Vet Test, and Lint / Lint Code (push) Waiting to run Details Build , Vet Test, and Lint / Build (push) Waiting to run Details Tests / Unit Tests (push) Waiting to run Details Tests / Integration Tests (push) Waiting to run Details	2025-12-12 10:13:11 +02:00