fix: reasheadspec customsql calls AddTablePrefixToColumns

Co-authored-by: IvanX006 <ivan@bitechsystems.co.za>
Co-authored-by: Warkanum <HEIN.PUTH@GMAIL.COM>
Co-authored-by: Hein <hein@bitechsystems.co.za>

Makefile

@@ -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)

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 v1.2.16
-	github.com/uptrace/bun/dialect/sqlitedialect v1.2.15
+	github.com/uptrace/bun/dialect/sqlitedialect v1.2.16
-	github.com/uptrace/bun/driver/sqliteshim v1.2.15
+	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/crypto v0.43.0 // indirect
-	golang.org/x/exp v0.0.0-20250711185948-6ae5c78190dc // indirect
+	golang.org/x/exp v0.0.0-20251113190631-e25ba8c21ef6 // indirect
-	golang.org/x/net v0.43.0 // indirect
+	golang.org/x/net v0.45.0 // indirect
-	golang.org/x/sync v0.16.0 // indirect
+	golang.org/x/sync v0.18.0 // indirect
-	golang.org/x/sys v0.35.0 // indirect
+	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.28.0 // 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

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=
+github.com/hashicorp/golang-lru/v2 v2.0.7 h1:a+bsQ5rvGLjzHuww6tVxozPZFVghXaHOwFs4luLUK2k=
+github.com/hashicorp/golang-lru/v2 v2.0.7/go.mod h1:QeFd9opnmA6QUJc5vARoKUSoFhyfM2/ZepoAG6RGpeM=
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@@ -87,6 +152,8 @@ github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
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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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@@ -131,28 +206,38 @@ github.com/tidwall/pretty v1.2.0 h1:RWIZEg2iJ8/g6fDDYzMpobmaoGh5OLl4AXtGUGPcqCs=
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@@ -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 v0.43.0 h1:dduJYIi3A3KOfdGOHX8AVZ/jGiyPa3IbBozJ5kNuE04=
-golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/crypto v0.43.0/go.mod h1:BFbav4mRNlXJL4wNeejLpWxB7wMbc79PdRGhWKncxR0=
-golang.org/x/exp v0.0.0-20250711185948-6ae5c78190dc h1:TS73t7x3KarrNd5qAipmspBDS1rkMcgVG/fS1aRb4Rc=
+golang.org/x/exp v0.0.0-20251113190631-e25ba8c21ef6 h1:zfMcR1Cs4KNuomFFgGefv5N0czO2XZpUbxGUy8i8ug0=
-golang.org/x/exp v0.0.0-20250711185948-6ae5c78190dc/go.mod h1:A+z0yzpGtvnG90cToK5n2tu8UJVP2XUATh+r+sfOOOc=
+golang.org/x/exp v0.0.0-20251113190631-e25ba8c21ef6/go.mod h1:46edojNIoXTNOhySWIWdix628clX9ODXwPsQuG6hsK0=
-golang.org/x/mod v0.26.0 h1:EGMPT//Ezu+ylkCijjPc+f4Aih7sZvaAr+O3EHBxvZg=
+golang.org/x/mod v0.30.0 h1:fDEXFVZ/fmCKProc/yAXXUijritrDzahmwwefnjoPFk=
-golang.org/x/mod v0.26.0/go.mod h1:/j6NAhSk8iQ723BGAUyoAcn7SlD7s15Dp9Nd/SfeaFQ=
+golang.org/x/mod v0.30.0/go.mod h1:lAsf5O2EvJeSFMiBxXDki7sCgAxEUcZHXoXMKT4GJKc=
-golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
+golang.org/x/net v0.45.0 h1:RLBg5JKixCy82FtLJpeNlVM0nrSqpCRYzVU1n8kj0tM=
-golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
+golang.org/x/net v0.45.0/go.mod h1:ECOoLqd5U3Lhyeyo/QDCEVQ4sNgYsqvCZ722XogGieY=
-golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
+golang.org/x/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
-golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+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 v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
+golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
-golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+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 v0.39.0 h1:ik4ho21kwuQln40uelmciQPp9SipgNDdrafrYA4TmQQ=
-golang.org/x/tools v0.35.0/go.mod h1:NKdj5HkL/73byiZSJjqJgKn3ep7KjFkBOkR/Hps3VPw=
+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=
+gotest.tools/v3 v3.5.2 h1:7koQfIKdy+I8UTetycgUqXWSDwpgv193Ka+qRsmBY8Q=
-modernc.org/cc/v4 v4.26.2/go.mod h1:uVtb5OGqUKpoLWhqwNQo/8LwvoiEBLvZXIQ/SmO6mL0=
+gotest.tools/v3 v3.5.2/go.mod h1:LtdLGcnqToBH83WByAAi/wiwSFCArdFIUV/xxN4pcjA=
-modernc.org/ccgo/v4 v4.28.0 h1:rjznn6WWehKq7dG4JtLRKxb52Ecv8OUGah8+Z/SfpNU=
+modernc.org/cc/v4 v4.27.1 h1:9W30zRlYrefrDV2JE2O8VDtJ1yPGownxciz5rrbQZis=
-modernc.org/ccgo/v4 v4.28.0/go.mod h1:JygV3+9AV6SmPhDasu4JgquwU81XAKLd3OKTUDNOiKE=
+modernc.org/cc/v4 v4.27.1/go.mod h1:uVtb5OGqUKpoLWhqwNQo/8LwvoiEBLvZXIQ/SmO6mL0=
-modernc.org/fileutil v1.3.8 h1:qtzNm7ED75pd1C7WgAGcK4edm4fvhtBsEiI/0NQ54YM=
+modernc.org/ccgo/v4 v4.30.1 h1:4r4U1J6Fhj98NKfSjnPUN7Ze2c6MnAdL0hWw6+LrJpc=
-modernc.org/fileutil v1.3.8/go.mod h1:HxmghZSZVAz/LXcMNwZPA/DRrQZEVP9VX0V4LQGQFOc=
+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 v1.67.0 h1:QzL4IrKab2OFmxA3/vRYl0tLXrIamwrhD6CKD4WBVjQ=
-modernc.org/libc v1.66.3/go.mod h1:XD9zO8kt59cANKvHPXpx7yS2ELPheAey0vjIuZOhOU8=
+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 v1.40.1 h1:VfuXcxcUWWKRBuP8+BR9L7VnmusMgBNNnBYGEe9w/iY=
-modernc.org/sqlite v1.38.0/go.mod h1:1Bj+yES4SVvBZ4cBOpVZ6QgesMCKpJZDq0nxYzOpmNE=
+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=

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)

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

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.

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.
@@ -29,6 +30,7 @@ func (m *memoryItem) isExpired() bool {
 type MemoryProvider struct {
 	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
@@ -45,6 +47,7 @@ func NewMemoryProvider(opts *Options) *MemoryProvider {
 
 	return &MemoryProvider{
 		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()

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.

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))
-	}
-}

pkg/common/sql_helpers.go

@@ -208,21 +208,9 @@ 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)
-			}
 		}
+		// Note: We no longer add prefixes to unqualified columns here.
+		// Use AddTablePrefixToColumns() separately if you need to add prefixes.
 
 		validConditions = append(validConditions, cond)
 	}
@@ -633,3 +621,145 @@ func isValidColumn(columnName string, validColumns map[string]bool) bool {
 	}
 	return validColumns[strings.ToLower(columnName)]
 }
+
+// AddTablePrefixToColumns adds table prefix to unqualified column references in a WHERE clause.
+// This function only prefixes simple column references and skips:
+//   - Columns already having a table prefix (containing a dot)
+//   - Columns inside function calls or expressions (inside parentheses)
+//   - Columns inside subqueries
+//   - Columns that don't exist in the table (validation via model registry)
+//
+// Examples:
+//   - "status = 'active'" -> "users.status = 'active'" (if status exists in users table)
+//   - "COALESCE(status, 'default') = 'active'" -> unchanged (status inside function)
+//   - "users.status = 'active'" -> unchanged (already has prefix)
+//   - "(status = 'active')" -> "(users.status = 'active')" (grouping parens are OK)
+//   - "invalid_col = 'value'" -> unchanged (if invalid_col doesn't exist in table)
+//
+// Parameters:
+//   - where: The WHERE clause to process
+//   - tableName: The table name to use as prefix
+//
+// Returns:
+//   - The WHERE clause with table prefixes added to appropriate and valid columns
+func AddTablePrefixToColumns(where string, tableName string) string {
+	if where == "" || tableName == "" {
+		return where
+	}
+
+	where = strings.TrimSpace(where)
+
+	// Get valid columns from the model registry for validation
+	validColumns := getValidColumnsForTable(tableName)
+
+	// Split by AND to handle multiple conditions (parenthesis-aware)
+	conditions := splitByAND(where)
+	prefixedConditions := make([]string, 0, len(conditions))
+
+	for _, cond := range conditions {
+		cond = strings.TrimSpace(cond)
+		if cond == "" {
+			continue
+		}
+
+		// Process this condition to add table prefix if appropriate
+		processedCond := addPrefixToSingleCondition(cond, tableName, validColumns)
+		prefixedConditions = append(prefixedConditions, processedCond)
+	}
+
+	if len(prefixedConditions) == 0 {
+		return ""
+	}
+
+	return strings.Join(prefixedConditions, " AND ")
+}
+
+// addPrefixToSingleCondition adds table prefix to a single condition if appropriate
+// Returns the condition unchanged if:
+//   - The condition is a SQL literal/expression (true, false, null, 1=1, etc.)
+//   - The column reference is inside a function call
+//   - The column already has a table prefix
+//   - No valid column reference is found
+//   - The column doesn't exist in the table (when validColumns is provided)
+func addPrefixToSingleCondition(cond string, tableName string, validColumns map[string]bool) string {
+	// Strip outer grouping parentheses to get to the actual condition
+	strippedCond := stripOuterParentheses(cond)
+
+	// Skip SQL literals and trivial conditions (true, false, null, 1=1, etc.)
+	if IsSQLExpression(strippedCond) || IsTrivialCondition(strippedCond) {
+		logger.Debug("Skipping SQL literal/trivial condition: '%s'", strippedCond)
+		return cond
+	}
+
+	// Extract the left side of the comparison (before the operator)
+	columnRef := extractLeftSideOfComparison(strippedCond)
+	if columnRef == "" {
+		return cond
+	}
+
+	// Skip if it already has a prefix (contains a dot)
+	if strings.Contains(columnRef, ".") {
+		logger.Debug("Skipping column '%s' - already has table prefix", columnRef)
+		return cond
+	}
+
+	// Skip if it's a function call or expression (contains parentheses)
+	if strings.Contains(columnRef, "(") {
+		logger.Debug("Skipping column reference '%s' - inside function or expression", columnRef)
+		return cond
+	}
+
+	// Validate that the column exists in the table (if we have column info)
+	if !isValidColumn(columnRef, validColumns) {
+		logger.Debug("Skipping column '%s' - not found in table '%s'", columnRef, tableName)
+		return cond
+	}
+
+	// It's a simple unqualified column reference that exists in the table - add the table prefix
+	newRef := tableName + "." + columnRef
+	result := qualifyColumnInCondition(cond, columnRef, newRef)
+	logger.Debug("Added table prefix to column: '%s' -> '%s'", columnRef, newRef)
+
+	return result
+}
+
+// extractLeftSideOfComparison extracts the left side of a comparison operator from a condition.
+// This is used to identify the column reference that may need a table prefix.
+//
+// Examples:
+//   - "status = 'active'" returns "status"
+//   - "COALESCE(status, 'default') = 'active'" returns "COALESCE(status, 'default')"
+//   - "priority > 5" returns "priority"
+//
+// Returns empty string if no operator is found.
+func extractLeftSideOfComparison(cond string) string {
+	operators := []string{" = ", " != ", " <> ", " > ", " >= ", " < ", " <= ", " LIKE ", " like ", " IN ", " in ", " IS ", " is ", " NOT ", " not "}
+
+	// Find the first operator outside of parentheses and quotes
+	minIdx := -1
+	for _, op := range operators {
+		idx := findOperatorOutsideParentheses(cond, op)
+		if idx > 0 && (minIdx == -1 || idx < minIdx) {
+			minIdx = idx
+		}
+	}
+
+	if minIdx > 0 {
+		leftSide := strings.TrimSpace(cond[:minIdx])
+		// Remove any surrounding quotes
+		leftSide = strings.Trim(leftSide, "`\"'")
+		return leftSide
+	}
+
+	// No operator found - might be a boolean column
+	parts := strings.Fields(cond)
+	if len(parts) > 0 {
+		columnRef := strings.Trim(parts[0], "`\"'")
+		// Make sure it's not a SQL keyword
+		if !IsSQLKeyword(strings.ToLower(columnRef)) {
+			return columnRef
+		}
+	}
+
+	return ""
+}

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:

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

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))
+}

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")
+	}
+}

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
+}

pkg/resolvespec/handler.go

@@ -331,19 +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
 			options.CursorForward,
 			options.CursorBackward,
 		)
 	} else {
-		cacheKeyHash = cache.BuildQueryCacheKey(
+		cacheKeyHash = buildQueryCacheKey(
 			tableName,
 			options.Filters,
 			options.Sort,
@@ -351,10 +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
@@ -371,10 +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 := setQueryTotalCache(ctx, cacheKey, total, schema, tableName, cacheTTL); err != nil {
-		if err := cache.GetDefaultCache().Set(ctx, cacheKey, cacheData, cacheTTL); err != nil {
 			logger.Warn("Failed to cache query total: %v", err)
 			// Don't fail the request if caching fails
 		} else {
@@ -464,6 +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
 		}
@@ -480,6 +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{}:
@@ -518,6 +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
 		}
@@ -541,6 +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{}:
@@ -584,6 +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
 		}
@@ -611,6 +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:
@@ -661,6 +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
 		}
@@ -697,6 +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{}:
@@ -735,6 +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
 		}
@@ -758,6 +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{}:
@@ -800,6 +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
 		}
@@ -827,6 +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:
@@ -873,6 +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
 
@@ -914,6 +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
 
@@ -940,6 +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
 
@@ -998,6 +1070,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 
 	logger.Info("Successfully deleted record with ID: %s", id)
 	// 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)
 }
 

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
+// expandOptionKey represents expand options for cache key
-type QueryCacheKey struct {
+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
+// cachedTotal represents a cached total count
-type ExpandOptionKey struct {
+type cachedTotal struct {
-	Relation string `json:"relation"`
+	Total int `json:"total"`
-	Where    string `json:"where,omitempty"`
 }
 
-// BuildQueryCacheKey builds a cache key from query parameters for total count caching
+// buildExtendedQueryCacheKey builds a cache key for extended query options (restheadspec)
-// 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)
 // 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
+// getQueryTotalCacheKey returns a formatted cache key for storing/retrieving total count
-func GetQueryTotalCacheKey(hash string) string {
+func getQueryTotalCacheKey(hash string) string {
 	return fmt.Sprintf("query_total:%s", hash)
 }
 
-// CachedTotal represents a cached total count
+// buildCacheTags creates cache tags from schema and table name
-type CachedTotal struct {
+func buildCacheTags(schema, tableName string) []string {
-	Total int `json:"total"`
+	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
+// setQueryTotalCache stores a query total in the cache with schema and table tags
-// This should be called when data in the table changes (insert/update/delete)
+func setQueryTotalCache(ctx context.Context, cacheKey string, total int, schema, tableName string, ttl time.Duration) error {
-func InvalidateCacheForTable(ctx context.Context, tableName string) error {
+	c := cache.GetDefaultCache()
-	cache := GetDefaultCache()
+	cacheData := cachedTotal{Total: total}
+	tags := buildCacheTags(schema, tableName)
 
-	// Build a pattern to match all query totals for this table
+	return c.SetWithTags(ctx, cacheKey, cacheData, ttl, tags)
-	// Note: This requires pattern matching support in the provider
+}
-	pattern := fmt.Sprintf("query_total:*%s*", strings.ToLower(tableName))
+
-
+// invalidateCacheForTags removes all cached items matching the specified tags
-	return cache.DeleteByPattern(ctx, pattern)
+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
 }

pkg/restheadspec/handler.go

@@ -482,8 +482,10 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 	// Apply custom SQL WHERE clause (AND condition)
 	if options.CustomSQLWhere != "" {
 		logger.Debug("Applying custom SQL WHERE: %s", options.CustomSQLWhere)
-		// Sanitize and allow preload table prefixes since custom SQL may reference multiple tables
+		// First add table prefixes to unqualified columns (but skip columns inside function calls)
-		sanitizedWhere := common.SanitizeWhereClause(options.CustomSQLWhere, reflection.ExtractTableNameOnly(tableName), &options.RequestOptions)
+		prefixedWhere := common.AddTablePrefixToColumns(options.CustomSQLWhere, reflection.ExtractTableNameOnly(tableName))
+		// Then sanitize and allow preload table prefixes since custom SQL may reference multiple tables
+		sanitizedWhere := common.SanitizeWhereClause(prefixedWhere, reflection.ExtractTableNameOnly(tableName), &options.RequestOptions)
 		if sanitizedWhere != "" {
 			query = query.Where(sanitizedWhere)
 		}
@@ -492,8 +494,9 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 	// Apply custom SQL WHERE clause (OR condition)
 	if options.CustomSQLOr != "" {
 		logger.Debug("Applying custom SQL OR: %s", options.CustomSQLOr)
+		customOr := common.AddTablePrefixToColumns(options.CustomSQLOr, reflection.ExtractTableNameOnly(tableName))
 		// Sanitize and allow preload table prefixes since custom SQL may reference multiple tables
-		sanitizedOr := common.SanitizeWhereClause(options.CustomSQLOr, reflection.ExtractTableNameOnly(tableName), &options.RequestOptions)
+		sanitizedOr := common.SanitizeWhereClause(customOr, reflection.ExtractTableNameOnly(tableName), &options.RequestOptions)
 		if sanitizedOr != "" {
 			query = query.WhereOr(sanitizedOr)
 		}
@@ -529,7 +532,7 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 	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 {
@@ -543,7 +546,7 @@ func (h *Handler) handleRead(ctx context.Context, w common.ResponseWriter, id st
 				}
 			}
 
-			cacheKeyHash := cache.BuildExtendedQueryCacheKey(
+			cacheKeyHash := buildExtendedQueryCacheKey(
 				tableName,
 				options.Filters,
 				options.Sort,
@@ -554,22 +557,22 @@ 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{}
+			cachedTotalData = &cachedTotal{}
-			err := cache.GetDefaultCache().Get(ctx, cacheKey, 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)
@@ -579,11 +582,10 @@ 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 := setQueryTotalCache(ctx, cacheKey, total, schema, tableName, cacheTTL); err != nil {
-				if err := cache.GetDefaultCache().Set(ctx, cacheKey, cacheData, cacheTTL); err != nil {
 					logger.Warn("Failed to cache query total: %v", err)
 					// Don't fail the request if caching fails
 				} else {
@@ -1149,6 +1151,11 @@ 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)
 }
 
@@ -1320,6 +1327,11 @@ 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)
 }
 
@@ -1388,6 +1400,11 @@ 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
 
@@ -1456,6 +1473,11 @@ 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
 
@@ -1510,6 +1532,11 @@ 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
 
@@ -1611,6 +1638,11 @@ func (h *Handler) handleDelete(ctx context.Context, w common.ResponseWriter, id
 	}
 
 	// 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)
 }
 
@@ -2110,7 +2142,7 @@ func (h *Handler) sendResponseWithOptions(w common.ResponseWriter, data interfac
 	w.SetHeader("Content-Type", "application/json")
 	if data == nil {
 		data = map[string]interface{}{}
-		w.WriteHeader(http.StatusNoContent)
+		w.WriteHeader(http.StatusPartialContent)
 	} else {
 		w.WriteHeader(http.StatusOK)
 	}
@@ -2166,7 +2198,12 @@ func (h *Handler) sendFormattedResponse(w common.ResponseWriter, data interface{
 	httpStatus := http.StatusOK
 	if data == nil {
 		data = map[string]interface{}{}
-		httpStatus = http.StatusNoContent
+		httpStatus = http.StatusPartialContent
+	} else {
+		dataLen := reflection.Len(data)
+		if dataLen == 0 {
+			httpStatus = http.StatusPartialContent
+		}
 	}
 
 	if options.SingleRecordAsObject {

pkg/restheadspec/integration_test.go

@@ -1,3 +1,4 @@
+//go:build integration
 // +build integration
 
 package restheadspec
@@ -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)
 	}
 

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

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
+# Check if podman compose is available
-if ! command -v docker-compose &> /dev/null; then
+if ! command -v podman &> /dev/null; then
-    echo -e "${RED}Error: docker-compose is not installed${NC}"
+    echo -e "${RED}Error: podman is not installed${NC}"
-    echo "Please install docker-compose or run PostgreSQL manually"
+    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
+        podman compose logs postgres-test
-        docker-compose down
+        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"
+podman 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 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

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

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`
+1. Check PostgreSQL is running: `podman compose ps`
-2. Verify databases exist: `docker-compose exec postgres-test psql -U postgres -l`
+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`