fix(deps): update Go dependencies

Bump gqlgen, aws-sdk-go-v2, go-oidc, go-sqlite3, gqlparser, go-openapi, golang.org/x/* and other transitive dependencies to their latest patch and minor releases. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Entire-Checkpoint: 964ca6774882
fix(web): adapt metric plots to policy-based resample config
2026-06-21 10:27:30 +02:00 · 2026-06-18 10:29:20 +02:00 · 2026-06-18 10:29:12 +02:00 · 2026-06-18 10:28:59 +02:00 · 2026-06-18 07:17:41 +02:00 · 2026-06-17 06:30:54 +02:00
34 changed files with 828 additions and 270 deletions
--- a/api/schema.graphqls
+++ b/api/schema.graphqls
@@ -250,6 +250,12 @@ type TimeWeights {
  coreHours: [NullableFloat!]!
 }

+enum ResampleAlgo {
+  LTTB
+  AVERAGE
+  SIMPLE
+}
+
 enum Aggregate {
  USER
  PROJECT
@@ -340,6 +346,7 @@ type Query {
    metrics: [String!]
    scopes: [MetricScope!]
    resolution: Int
+    resampleAlgo: ResampleAlgo
  ): [JobMetricWithName!]!

  jobStats(id: ID!, metrics: [String!]): [NamedStats!]!
@@ -399,6 +406,7 @@ type Query {
    to: Time!
    page: PageRequest
    resolution: Int
+    resampleAlgo: ResampleAlgo
  ): NodesResultList!

  clusterMetrics(
--- a/cmd/cc-backend/init.go
+++ b/cmd/cc-backend/init.go
@@ -24,12 +24,8 @@ const configString = `
    "addr": "127.0.0.1:8080",
    "short-running-jobs-duration": 300,
    "resampling": {
-      "minimum-points": 600,
-      "trigger": 300,
-      "resolutions": [
-        240,
-        60
-      ]
+      "default-policy": "medium",
+      "default-algo": "lttb"
    },
    "api-allowed-ips": [
      "*"
--- a/cmd/cc-backend/main.go
+++ b/cmd/cc-backend/main.go
@@ -91,6 +91,19 @@ func initGops() error {
 func initConfiguration() error {
 	ccconf.Init(flagConfigFile)

+	// Warn about unrecognized top-level config sections. A common mistake is
+	// nesting a setting at the wrong level (e.g. placing "resampling" next to
+	// "main" instead of inside it), which is otherwise silently ignored.
+	knownSections := map[string]bool{
+		"main": true, "auth": true, "nats": true, "archive": true,
+		"metric-store": true, "metric-store-external": true, "cron": true, "ui": true,
+	}
+	for _, k := range ccconf.GetKeys() {
+		if !knownSections[k] {
+			cclog.Warnf("ignoring unrecognized top-level config section %q (check nesting in config file)", k)
+		}
+	}
+
 	cfg := ccconf.GetPackageConfig("main")
 	if cfg == nil {
 		return fmt.Errorf("main configuration must be present")
--- a/configs/config.json
+++ b/configs/config.json
@@ -14,9 +14,8 @@
      "target-path": "./var/nodestate-archive"
    },
    "resampling": {
-      "minimum-points": 600,
-      "trigger": 180,
-      "resolutions": [240, 60]
+      "default-policy": "medium",
+      "default-algo": "lttb"
    },
    "footer-links": {
      "imprint": "/imprint",
--- a/go.mod
+++ b/go.mod
@@ -8,17 +8,17 @@ tool (
 )

 require (
-	github.com/99designs/gqlgen v0.17.90
+	github.com/99designs/gqlgen v0.17.91
 	github.com/ClusterCockpit/cc-lib/v2 v2.12.0
 	github.com/ClusterCockpit/cc-line-protocol/v2 v2.4.0
 	github.com/Masterminds/squirrel v1.5.4
 	github.com/alexedwards/scs/sqlite3store v0.0.0-20251002162104-209de6e426de
 	github.com/alexedwards/scs/v2 v2.9.0
-	github.com/aws/aws-sdk-go-v2 v1.41.7
-	github.com/aws/aws-sdk-go-v2/config v1.32.18
-	github.com/aws/aws-sdk-go-v2/credentials v1.19.17
-	github.com/aws/aws-sdk-go-v2/service/s3 v1.102.0
-	github.com/coreos/go-oidc/v3 v3.18.0
+	github.com/aws/aws-sdk-go-v2 v1.42.0
+	github.com/aws/aws-sdk-go-v2/config v1.32.25
+	github.com/aws/aws-sdk-go-v2/credentials v1.19.24
+	github.com/aws/aws-sdk-go-v2/service/s3 v1.104.0
+	github.com/coreos/go-oidc/v3 v3.19.0
 	github.com/expr-lang/expr v1.17.8
 	github.com/go-chi/chi/v5 v5.3.0
 	github.com/go-chi/cors v1.2.2
@@ -28,17 +28,17 @@ require (
 	github.com/golang-migrate/migrate/v4 v4.19.1
 	github.com/google/gops v0.3.29
 	github.com/jmoiron/sqlx v1.4.0
-	github.com/mattn/go-sqlite3 v1.14.44
+	github.com/mattn/go-sqlite3 v1.14.46
 	github.com/parquet-go/parquet-go v0.30.1
 	github.com/qustavo/sqlhooks/v2 v2.1.0
 	github.com/santhosh-tekuri/jsonschema/v5 v5.3.1
 	github.com/stretchr/testify v1.11.1
 	github.com/swaggo/http-swagger v1.3.4
 	github.com/swaggo/swag v1.16.6
-	github.com/vektah/gqlparser/v2 v2.5.33
-	golang.org/x/crypto v0.52.0
+	github.com/vektah/gqlparser/v2 v2.5.34
+	golang.org/x/crypto v0.53.0
 	golang.org/x/oauth2 v0.36.0
-	golang.org/x/sync v0.20.0
+	golang.org/x/sync v0.21.0
 	golang.org/x/time v0.15.0
 )

@@ -48,35 +48,36 @@ require (
 	github.com/agnivade/levenshtein v1.2.1 // indirect
 	github.com/andybalholm/brotli v1.2.1 // indirect
 	github.com/apapsch/go-jsonmerge/v2 v2.0.0 // indirect
-	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.10 // indirect
-	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.23 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.23 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.23 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.24 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.9 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.16 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.23 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.23 // indirect
-	github.com/aws/aws-sdk-go-v2/service/signin v1.0.11 // indirect
-	github.com/aws/aws-sdk-go-v2/service/sso v1.30.17 // indirect
-	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.36.0 // indirect
-	github.com/aws/aws-sdk-go-v2/service/sts v1.42.1 // indirect
-	github.com/aws/smithy-go v1.26.0 // indirect
+	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.13 // indirect
+	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.29 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.29 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.29 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.30 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.12 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.22 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.29 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.29 // indirect
+	github.com/aws/aws-sdk-go-v2/service/signin v1.2.0 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sso v1.31.3 // indirect
+	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.36.6 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sts v1.43.3 // indirect
+	github.com/aws/smithy-go v1.27.2 // indirect
+	github.com/coder/websocket v1.8.15 // indirect
 	github.com/cpuguy83/go-md2man/v2 v2.0.7 // indirect
 	github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
 	github.com/fsnotify/fsnotify v1.10.1 // indirect
 	github.com/go-asn1-ber/asn1-ber v1.5.8-0.20250403174932-29230038a667 // indirect
 	github.com/go-jose/go-jose/v4 v4.1.4 // indirect
 	github.com/go-openapi/jsonpointer v0.23.1 // indirect
-	github.com/go-openapi/jsonreference v0.21.5 // indirect
-	github.com/go-openapi/spec v0.22.4 // indirect
-	github.com/go-openapi/swag/conv v0.26.0 // indirect
-	github.com/go-openapi/swag/jsonname v0.26.0 // indirect
-	github.com/go-openapi/swag/jsonutils v0.26.0 // indirect
-	github.com/go-openapi/swag/loading v0.26.0 // indirect
-	github.com/go-openapi/swag/stringutils v0.26.0 // indirect
-	github.com/go-openapi/swag/typeutils v0.26.0 // indirect
-	github.com/go-openapi/swag/yamlutils v0.26.0 // indirect
+	github.com/go-openapi/jsonreference v0.21.6 // indirect
+	github.com/go-openapi/spec v0.22.6 // indirect
+	github.com/go-openapi/swag/conv v0.26.1 // indirect
+	github.com/go-openapi/swag/jsonname v0.26.1 // indirect
+	github.com/go-openapi/swag/jsonutils v0.26.1 // indirect
+	github.com/go-openapi/swag/loading v0.26.1 // indirect
+	github.com/go-openapi/swag/stringutils v0.26.1 // indirect
+	github.com/go-openapi/swag/typeutils v0.26.1 // indirect
+	github.com/go-openapi/swag/yamlutils v0.26.1 // indirect
 	github.com/go-viper/mapstructure/v2 v2.5.0 // indirect
 	github.com/goccy/go-yaml v1.19.2 // indirect
 	github.com/google/uuid v1.6.0 // indirect
@@ -90,12 +91,12 @@ require (
 	github.com/lann/builder v0.0.0-20180802200727-47ae307949d0 // indirect
 	github.com/lann/ps v0.0.0-20150810152359-62de8c46ede0 // indirect
 	github.com/nats-io/nats.go v1.52.0 // indirect
-	github.com/nats-io/nkeys v0.4.15 // indirect
+	github.com/nats-io/nkeys v0.4.16 // indirect
 	github.com/nats-io/nuid v1.0.1 // indirect
 	github.com/oapi-codegen/runtime v1.4.1 // indirect
 	github.com/parquet-go/bitpack v1.0.0 // indirect
 	github.com/parquet-go/jsonlite v1.5.2 // indirect
-	github.com/pierrec/lz4/v4 v4.1.26 // indirect
+	github.com/pierrec/lz4/v4 v4.1.27 // indirect
 	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
 	github.com/robfig/cron/v3 v3.0.1 // indirect
 	github.com/rogpeppe/go-internal v1.10.0 // indirect
@@ -106,15 +107,15 @@ require (
 	github.com/swaggo/files v1.0.1 // indirect
 	github.com/twpayne/go-geom v1.6.1 // indirect
 	github.com/urfave/cli/v2 v2.27.7 // indirect
-	github.com/urfave/cli/v3 v3.8.0 // indirect
+	github.com/urfave/cli/v3 v3.9.0 // indirect
 	github.com/xrash/smetrics v0.0.0-20250705151800-55b8f293f342 // indirect
 	go.yaml.in/yaml/v2 v2.4.4 // indirect
 	go.yaml.in/yaml/v3 v3.0.4 // indirect
-	golang.org/x/mod v0.36.0 // indirect
-	golang.org/x/net v0.55.0 // indirect
-	golang.org/x/sys v0.45.0 // indirect
-	golang.org/x/text v0.37.0 // indirect
-	golang.org/x/tools v0.45.0 // indirect
+	golang.org/x/mod v0.37.0 // indirect
+	golang.org/x/net v0.56.0 // indirect
+	golang.org/x/sys v0.46.0 // indirect
+	golang.org/x/text v0.38.0 // indirect
+	golang.org/x/tools v0.46.0 // indirect
 	google.golang.org/protobuf v1.36.11 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 	sigs.k8s.io/yaml v1.6.0 // indirect
--- a/go.sum
+++ b/go.sum
@@ -1,7 +1,7 @@
 filippo.io/edwards25519 v1.1.0 h1:FNf4tywRC1HmFuKW5xopWpigGjJKiJSV0Cqo0cJWDaA=
 filippo.io/edwards25519 v1.1.0/go.mod h1:BxyFTGdWcka3PhytdK4V28tE5sGfRvvvRV7EaN4VDT4=
-github.com/99designs/gqlgen v0.17.90 h1:wSv6blm/PoplU6QoNw83EcQpNtC0HX3/+44vITJOzpk=
-github.com/99designs/gqlgen v0.17.90/go.mod h1:GqYrEwYsqCG8VaOsq2kJUCUKwAE1T+u2i+Nj7NtXiVI=
+github.com/99designs/gqlgen v0.17.91 h1:/mIvXnN0lAorqszP3Vukw10SVRfLVUYtBTQFwmYRMmI=
+github.com/99designs/gqlgen v0.17.91/go.mod h1:N7+yJF6zbGIEqohF+ZtEUp/eq2dTnn0bDizLUIYPUCU=
 github.com/Azure/go-ntlmssp v0.1.1 h1:l+FM/EEMb0U9QZE7mKNEDw5Mu3mFiaa2GKOoTSsNDPw=
 github.com/Azure/go-ntlmssp v0.1.1/go.mod h1:NYqdhxd/8aAct/s4qSYZEerdPuH1liG2/X9DiVTbhpk=
 github.com/ClusterCockpit/cc-lib/v2 v2.12.0 h1:ZbGD68nDniuvzFjJCdyYawpCBrabdSyWOg5FFSyFbjQ=
@@ -16,8 +16,6 @@ github.com/Masterminds/squirrel v1.5.4 h1:uUcX/aBc8O7Fg9kaISIUsHXdKuqehiXAMQTYX8
 github.com/Masterminds/squirrel v1.5.4/go.mod h1:NNaOrjSoIDfDA40n7sr2tPNZRfjzjA400rg+riTZj10=
 github.com/NVIDIA/go-nvml v0.13.0-1 h1:OLX8Jq3dONuPOQPC7rndB6+iDmDakw0XTYgzMxObkEw=
 github.com/NVIDIA/go-nvml v0.13.0-1/go.mod h1:+KNA7c7gIBH7SKSJ1ntlwkfN80zdx8ovl4hrK3LmPt4=
-github.com/PuerkitoBio/goquery v1.12.0 h1:pAcL4g3WRXekcB9AU/y1mbKez2dbY2AajVhtkO8RIBo=
-github.com/PuerkitoBio/goquery v1.12.0/go.mod h1:802ej+gV2y7bbIhOIoPY5sT183ZW0YFofScC4q/hIpQ=
 github.com/RaveNoX/go-jsoncommentstrip v1.0.0/go.mod h1:78ihd09MekBnJnxpICcwzCMzGrKSKYe4AqU6PDYYpjk=
 github.com/agnivade/levenshtein v1.2.1 h1:EHBY3UOn1gwdy/VbFwgo4cxecRznFk7fKWN1KOX7eoM=
 github.com/agnivade/levenshtein v1.2.1/go.mod h1:QVVI16kDrtSuwcpd0p1+xMC6Z/VfhtCyDIjcwga4/DU=
@@ -31,63 +29,59 @@ github.com/alexedwards/scs/sqlite3store v0.0.0-20251002162104-209de6e426de h1:c7
 github.com/alexedwards/scs/sqlite3store v0.0.0-20251002162104-209de6e426de/go.mod h1:Iyk7S76cxGaiEX/mSYmTZzYehp4KfyylcLaV3OnToss=
 github.com/alexedwards/scs/v2 v2.9.0 h1:xa05mVpwTBm1iLeTMNFfAWpKUm4fXAW7CeAViqBVS90=
 github.com/alexedwards/scs/v2 v2.9.0/go.mod h1:ToaROZxyKukJKT/xLcVQAChi5k6+Pn1Gvmdl7h3RRj8=
-github.com/andreyvit/diff v0.0.0-20170406064948-c7f18ee00883 h1:bvNMNQO63//z+xNgfBlViaCIJKLlCJ6/fmUseuG0wVQ=
-github.com/andreyvit/diff v0.0.0-20170406064948-c7f18ee00883/go.mod h1:rCTlJbsFo29Kk6CurOXKm700vrz8f0KW0JNfpkRJY/8=
 github.com/andybalholm/brotli v1.2.1 h1:R+f5xP285VArJDRgowrfb9DqL18yVK0gKAW/F+eTWro=
 github.com/andybalholm/brotli v1.2.1/go.mod h1:rzTDkvFWvIrjDXZHkuS16NPggd91W3kUSvPlQ1pLaKY=
-github.com/andybalholm/cascadia v1.3.3 h1:AG2YHrzJIm4BZ19iwJ/DAua6Btl3IwJX+VI4kktS1LM=
-github.com/andybalholm/cascadia v1.3.3/go.mod h1:xNd9bqTn98Ln4DwST8/nG+H0yuB8Hmgu1YHNnWw0GeA=
 github.com/antithesishq/antithesis-sdk-go v0.6.0-default-no-op h1:kpBdlEPbRvff0mDD1gk7o9BhI16b9p5yYAXRlidpqJE=
 github.com/antithesishq/antithesis-sdk-go v0.6.0-default-no-op/go.mod h1:IUpT2DPAKh6i/YhSbt6Gl3v2yvUZjmKncl7U91fup7E=
 github.com/apapsch/go-jsonmerge/v2 v2.0.0 h1:axGnT1gRIfimI7gJifB699GoE/oq+F2MU7Dml6nw9rQ=
 github.com/apapsch/go-jsonmerge/v2 v2.0.0/go.mod h1:lvDnEdqiQrp0O42VQGgmlKpxL1AP2+08jFMw88y4klk=
 github.com/arbovm/levenshtein v0.0.0-20160628152529-48b4e1c0c4d0 h1:jfIu9sQUG6Ig+0+Ap1h4unLjW6YQJpKZVmUzxsD4E/Q=
 github.com/arbovm/levenshtein v0.0.0-20160628152529-48b4e1c0c4d0/go.mod h1:t2tdKJDJF9BV14lnkjHmOQgcvEKgtqs5a1N3LNdJhGE=
-github.com/aws/aws-sdk-go-v2 v1.41.7 h1:DWpAJt66FmnnaRIOT/8ASTucrvuDPZASqhhLey6tLY8=
-github.com/aws/aws-sdk-go-v2 v1.41.7/go.mod h1:4LAfZOPHNVNQEckOACQx60Y8pSRjIkNZQz1w92xpMJc=
-github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.10 h1:gx1AwW1Iyk9Z9dD9F4akX5gnN3QZwUB20GGKH/I+Rho=
-github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.10/go.mod h1:qqY157uZoqm5OXq/amuaBJyC9hgBCBQnsaWnPe905GY=
-github.com/aws/aws-sdk-go-v2/config v1.32.18 h1:Hcia46bxhGgF3BaSnG8nSNCWmqTK6bj9xN9/FJ3WK6Q=
-github.com/aws/aws-sdk-go-v2/config v1.32.18/go.mod h1:zEjCAYmxqDadH1WX8CdBvmLKhUEUVFgKRQG38zjDmrY=
-github.com/aws/aws-sdk-go-v2/credentials v1.19.17 h1:gP2nkGsS+KMvF/jfFz2Vv2qiiOqWKyPACSzPsqHgoW8=
-github.com/aws/aws-sdk-go-v2/credentials v1.19.17/go.mod h1:Bsew3S/moG5iT77giPj1q8wb/s0RE5/QfH+ASjYtuQc=
-github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.23 h1:UuSfcORqNSz/ey3VPRS8TcVH2Ikf0/sC+Hdj400QI6U=
-github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.23/go.mod h1:+G/OSGiOFnSOkYloKj/9M35s74LgVAdJBSD5lsFfqKg=
-github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.23 h1:GpT/TrnBYuE5gan2cZbTtvP+JlHsutdmlV2YfEyNde0=
-github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.23/go.mod h1:xYWD6BS9ywC5bS3sz9Xh04whO/hzK2plt2Zkyrp4JuA=
-github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.23 h1:bpd8vxhlQi2r1hiueOw02f/duEPTMK59Q4QMAoTTtTo=
-github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.23/go.mod h1:15DfR2nw+CRHIk0tqNyifu3G1YdAOy68RftkhMDDwYk=
-github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.24 h1:OQqn11BtaYv1WLUowvcA30MpzIu8Ti4pcLPIIyoKZrA=
-github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.24/go.mod h1:X5ZJyfwVrWA96GzPmUCWFQaEARPR7gCrpq2E92PJwAE=
-github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.9 h1:FLudkZLt5ci0ozzgkVo8BJGwvqNaZbTWb3UcucAateA=
-github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.9/go.mod h1:w7wZ/s9qK7c8g4al+UyoF1Sp/Z45UwMGcqIzLWVQHWk=
-github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.16 h1:tX68nPDCoX0s2ksM7CipWP0QFw2hGDWwUdxI6+eT9ZU=
-github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.9.16/go.mod h1:e3IzZvQ3kAWNykvE0Tr0RDZCMFInMvhku3qNpcIQXhM=
-github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.23 h1:pbrxO/kuIwgEsOPLkaHu0O+m4fNgLU8B3vxQ+72jTPw=
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-github.com/mattn/go-sqlite3 v1.14.44/go.mod h1:pjEuOr8IwzLJP2MfGeTb0A35jauH+C2kbHKBr7yXKVQ=
+github.com/mattn/go-sqlite3 v1.14.46 h1:ZfaNcYO/CGNMRxkN1vvG9qf+Y+uvXfgT9a6MlEw+HmU=
+github.com/mattn/go-sqlite3 v1.14.46/go.mod h1:6JTjA44L93a0QCyJef5YvlPoKXntQPjzWv5gtm9sB6w=
 github.com/minio/highwayhash v1.0.4-0.20251030100505-070ab1a87a76 h1:KGuD/pM2JpL9FAYvBrnBBeENKZNh6eNtjqytV6TYjnk=
 github.com/minio/highwayhash v1.0.4-0.20251030100505-070ab1a87a76/go.mod h1:GGYsuwP/fPD6Y9hMiXuapVvlIUEhFhMTh0rxU3ik1LQ=
 github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq1c1nUAm88MOHcQC9l5mIlSMApZMrHA=
@@ -222,8 +216,8 @@ github.com/nats-io/nats-server/v2 v2.12.7 h1:prQ9cPiWHcnwfT81Wi5lU9LL8TLY+7pxDru
 github.com/nats-io/nats-server/v2 v2.12.7/go.mod h1:dOnmkprKMluTmTF7/QHZioxlau3sKHUM/LBPy9AiBPw=
 github.com/nats-io/nats.go v1.52.0 h1:n3avV4VBsCgsdwh71TppsTwtv+QdPs7ntSKM8qJLGsc=
 github.com/nats-io/nats.go v1.52.0/go.mod h1:26HypzazeOkyO3/mqd1zZd53STJN0EjCYF9Uy2ZOBno=
-github.com/nats-io/nkeys v0.4.15 h1:JACV5jRVO9V856KOapQ7x+EY8Jo3qw1vJt/9Jpwzkk4=
-github.com/nats-io/nkeys v0.4.15/go.mod h1:CpMchTXC9fxA5zrMo4KpySxNjiDVvr8ANOSZdiNfUrs=
+github.com/nats-io/nkeys v0.4.16 h1:rd5oAuLOb8mnAycB0xleuEBNS1pVVnN0fv/FF34Eypg=
+github.com/nats-io/nkeys v0.4.16/go.mod h1:llLgWoI0o4z/Q57q2R1kHfmocyhGV6VG/U18Glg1Afs=
 github.com/nats-io/nuid v1.0.1 h1:5iA8DT8V7q8WK2EScv2padNa/rTESc1KdnPw4TC2paw=
 github.com/nats-io/nuid v1.0.1/go.mod h1:19wcPz3Ph3q0Jbyiqsd0kePYG7A95tJPxeL+1OSON2c=
 github.com/oapi-codegen/nullable v1.1.0 h1:eAh8JVc5430VtYVnq00Hrbpag9PFRGWLjxR1/3KntMs=
@@ -237,8 +231,8 @@ github.com/parquet-go/jsonlite v1.5.2 h1:8TZzYknFOHUpgjTLf80qbzc+8GdeT/3a3fdXSzh
 github.com/parquet-go/jsonlite v1.5.2/go.mod h1:nDjpkpL4EOtqs6NQugUsi0Rleq9sW/OtC1NnZEnxzF0=
 github.com/parquet-go/parquet-go v0.30.1 h1:Oy6ganNrAdFiVwy7wNmWagfPTWA2X9Z3tVHBc7JtuX8=
 github.com/parquet-go/parquet-go v0.30.1/go.mod h1:navtkAYr2LGoJVp141oXPlO/sxLvaOe3la2JEoD8+rg=
-github.com/pierrec/lz4/v4 v4.1.26 h1:GrpZw1gZttORinvzBdXPUXATeqlJjqUG/D87TKMnhjY=
-github.com/pierrec/lz4/v4 v4.1.26/go.mod h1:EoQMVJgeeEOMsCqCzqFm2O0cJvljX2nGZjcRIPL34O4=
+github.com/pierrec/lz4/v4 v4.1.27 h1:+PhzhWDrjRj89TH2sw43nE3+4+W8lSxIuQadEHZyjUk=
+github.com/pierrec/lz4/v4 v4.1.27/go.mod h1:EoQMVJgeeEOMsCqCzqFm2O0cJvljX2nGZjcRIPL34O4=
 github.com/pkg/diff v0.0.0-20210226163009-20ebb0f2a09e/go.mod h1:pJLUxLENpZxwdsKMEsNbx1VGcRFpLqf3715MtcvvzbA=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
@@ -264,8 +258,6 @@ github.com/russross/blackfriday/v2 v2.1.0 h1:JIOH55/0cWyOuilr9/qlrm0BSXldqnqwMsf
 github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
 github.com/santhosh-tekuri/jsonschema/v5 v5.3.1 h1:lZUw3E0/J3roVtGQ+SCrUrg3ON6NgVqpn3+iol9aGu4=
 github.com/santhosh-tekuri/jsonschema/v5 v5.3.1/go.mod h1:uToXkOrWAZ6/Oc07xWQrPOhJotwFIyu2bBVN41fcDUY=
-github.com/sergi/go-diff v1.3.1 h1:xkr+Oxo4BOQKmkn/B9eMK0g5Kg/983T9DqqPHwYqD+8=
-github.com/sergi/go-diff v1.3.1/go.mod h1:aMJSSKb2lpPvRNec0+w3fl7LP9IOFzdc9Pa4NFbPK1I=
 github.com/sosodev/duration v1.4.0 h1:35ed0KiVFriGHHzZZJaZLgmTEEICIyt8Sx0RQfj9IjE=
 github.com/sosodev/duration v1.4.0/go.mod h1:RQIBBX0+fMLc/D9+Jb/fwvVmo0eZvDDEERAikUR6SDg=
 github.com/spkg/bom v0.0.0-20160624110644-59b7046e48ad/go.mod h1:qLr4V1qq6nMqFKkMo8ZTx3f+BZEkzsRUY10Xsm2mwU0=
@@ -289,10 +281,10 @@ github.com/twpayne/go-geom v1.6.1 h1:iLE+Opv0Ihm/ABIcvQFGIiFBXd76oBIar9drAwHFhR4
 github.com/twpayne/go-geom v1.6.1/go.mod h1:Kr+Nly6BswFsKM5sd31YaoWS5PeDDH2NftJTK7Gd028=
 github.com/urfave/cli/v2 v2.27.7 h1:bH59vdhbjLv3LAvIu6gd0usJHgoTTPhCFib8qqOwXYU=
 github.com/urfave/cli/v2 v2.27.7/go.mod h1:CyNAG/xg+iAOg0N4MPGZqVmv2rCoP267496AOXUZjA4=
-github.com/urfave/cli/v3 v3.8.0 h1:XqKPrm0q4P0q5JpoclYoCAv0/MIvH/jZ2umzuf8pNTI=
-github.com/urfave/cli/v3 v3.8.0/go.mod h1:ysVLtOEmg2tOy6PknnYVhDoouyC/6N42TMeoMzskhso=
-github.com/vektah/gqlparser/v2 v2.5.33 h1:lRp8aIeNUNbimf/axZd7ETg24q06hBtPaas+TcvI/7E=
-github.com/vektah/gqlparser/v2 v2.5.33/go.mod h1:c1I28gSOVNzlfc4WuDlqU7voQnsqI6OG2amkBAFmgts=
+github.com/urfave/cli/v3 v3.9.0 h1:AV9lIiPv3ukYnxunaCUsHnEozptYmDN2F0+yWqLMn/c=
+github.com/urfave/cli/v3 v3.9.0/go.mod h1:ysVLtOEmg2tOy6PknnYVhDoouyC/6N42TMeoMzskhso=
+github.com/vektah/gqlparser/v2 v2.5.34 h1:MEea5P0qhdcqfBL45ghKE+qr9laidVHTMHjav5h7ckk=
+github.com/vektah/gqlparser/v2 v2.5.34/go.mod h1:mFdHLGCio7OGX1fby9ZjTW6FN+qxgmbnBcRIeeScE5s=
 github.com/xrash/smetrics v0.0.0-20250705151800-55b8f293f342 h1:FnBeRrxr7OU4VvAzt5X7s6266i6cSVkkFPS0TuXWbIg=
 github.com/xrash/smetrics v0.0.0-20250705151800-55b8f293f342/go.mod h1:Ohn+xnUBiLI6FVj/9LpzZWtj1/D6lUovWYBkxHVV3aM=
 github.com/xyproto/randomstring v1.0.5 h1:YtlWPoRdgMu3NZtP45drfy1GKoojuR7hmRcnhZqKjWU=
@@ -306,31 +298,31 @@ 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 v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
-golang.org/x/crypto v0.52.0 h1:RMs7fP2rXdep0CftQlK8Uf+kibLm7qkCcradZWYz988=
-golang.org/x/crypto v0.52.0/go.mod h1:1QgfPxDqh0T2M/elOJtp9RvuR95kVjir0e6/BvEmGbc=
+golang.org/x/crypto v0.53.0 h1:QZ4Muo8THX6CizN2vPPd5fBGHyogrdK9fG4wLPFUsto=
+golang.org/x/crypto v0.53.0/go.mod h1:DNLU434OwVakk9PzuwV8w62mAJpRJL3vsgcfp4Qnsio=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
-golang.org/x/mod v0.36.0 h1:JJjpVx6myfUsUdAzZuOSTTmRE0PfZeNWzzvKrP7amb4=
-golang.org/x/mod v0.36.0/go.mod h1:moc6ELqsWcOw5Ef3xVprK5ul/MvtVvkIXLziUOICjUQ=
+golang.org/x/mod v0.37.0 h1:vF1DjpVEshcIqoEaauuHebaLk1O1forxjxBaVn884JQ=
+golang.org/x/mod v0.37.0/go.mod h1:m8S8VeM9r4dzDwjrKO0a1sZP3YjeMamRRlD+fmR2Q/0=
 golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
 golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
 golang.org/x/net v0.7.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
-golang.org/x/net v0.55.0 h1:bcvxaJn3e1U6InsFWt1JUq1aSjnRxLzT2rtD2KfkDF8=
-golang.org/x/net v0.55.0/go.mod h1:L5U2KuzuOe1lY7Z+aWVIKK6qEeJXnXV9yzGA+WCHJww=
+golang.org/x/net v0.56.0 h1:Rw8j/hFzGvJUZwNBXnAtf5sVDVt+65SK2C7IxCxZt5o=
+golang.org/x/net v0.56.0/go.mod h1:D3Ku6r+V6JROoZK144D2XfMHFcMq/0zSfLelVTCFKec=
 golang.org/x/oauth2 v0.36.0 h1:peZ/1z27fi9hUOFCAZaHyrpWG5lwe0RJEEEeH0ThlIs=
 golang.org/x/oauth2 v0.36.0/go.mod h1:YDBUJMTkDnJS+A4BP4eZBjCqtokkg1hODuPjwiGPO7Q=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.20.0 h1:e0PTpb7pjO8GAtTs2dQ6jYa5BWYlMuX047Dco/pItO4=
-golang.org/x/sync v0.20.0/go.mod h1:9xrNwdLfx4jkKbNva9FpL6vEN7evnE43NNNJQ2LF3+0=
+golang.org/x/sync v0.21.0 h1:HLII4xRRTtCRkxYp4HNFF0Js/Og6q2i++KXbg0gHCwM=
+golang.org/x/sync v0.21.0/go.mod h1:9xrNwdLfx4jkKbNva9FpL6vEN7evnE43NNNJQ2LF3+0=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.45.0 h1:dO4czNzziLiiXplLQgBCEpCvXQ3dnkn0SdaZSYdQ+FY=
-golang.org/x/sys v0.45.0/go.mod h1:4GL1E5IUh+htKOUEOaiffhrAeqysfVGipDYzABqnCmw=
+golang.org/x/sys v0.46.0 h1:noSf2Fq6F8DBgS+LysIkx7rIExoNHJsxOAtPp4rthXw=
+golang.org/x/sys v0.46.0/go.mod h1:4GL1E5IUh+htKOUEOaiffhrAeqysfVGipDYzABqnCmw=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
@@ -338,15 +330,15 @@ golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.37.0 h1:Cqjiwd9eSg8e0QAkyCaQTNHFIIzWtidPahFWR83rTrc=
-golang.org/x/text v0.37.0/go.mod h1:a5sjxXGs9hsn/AJVwuElvCAo9v8QYLzvavO5z2PiM38=
+golang.org/x/text v0.38.0 h1:sXmwo9DwP3OK9EZ7PqAdaooSGozfl/3a6/xJcbzPRhE=
+golang.org/x/text v0.38.0/go.mod h1:YXZt3QhHUKYT53r2lLKFIVi6Ao1jdzrTR/KQ09qyxF4=
 golang.org/x/time v0.15.0 h1:bbrp8t3bGUeFOx08pvsMYRTCVSMk89u4tKbNOZbp88U=
 golang.org/x/time v0.15.0/go.mod h1:Y4YMaQmXwGQZoFaVFk4YpCt4FLQMYKZe9oeV/f4MSno=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
-golang.org/x/tools v0.45.0 h1:18qN3FAooORvApf5XjCXgsuayZOEtXf6JK18I3+ONa8=
-golang.org/x/tools v0.45.0/go.mod h1:LuUGqqaXcXMEFEruIVJVm5mgDD8vww/z/SR1gQ4uE/0=
+golang.org/x/tools v0.46.0 h1:7jTurBkPZu4moS/Uy4OQT1M+QBlsj3wejyZwsT8Z7rk=
+golang.org/x/tools v0.46.0/go.mod h1:FrD85F8l+NWL+9XWBSyVSHO6Ne4jutsfIFba7AWQ5Ys=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
 google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
--- a/internal/api/api_test.go
+++ b/internal/api/api_test.go
@@ -355,7 +355,7 @@ func TestRestApi(t *testing.T) {
 	}

 	t.Run("CheckArchive", func(t *testing.T) {
-		data, err := metricdispatch.LoadData(stoppedJob, []string{"load_one"}, []schema.MetricScope{schema.MetricScopeNode}, context.Background(), 60)
+		data, err := metricdispatch.LoadData(stoppedJob, []string{"load_one"}, []schema.MetricScope{schema.MetricScopeNode}, context.Background(), 60, "")
 		if err != nil {
 			t.Fatal(err)
 		}
--- a/internal/api/job.go
+++ b/internal/api/job.go
@@ -309,7 +309,7 @@ func (api *RestAPI) getCompleteJobByID(rw http.ResponseWriter, r *http.Request)
 	}

 	if r.URL.Query().Get("all-metrics") == "true" {
-		data, err = metricdispatch.LoadData(job, nil, scopes, r.Context(), resolution)
+		data, err = metricdispatch.LoadData(job, nil, scopes, r.Context(), resolution, "")
 		if err != nil {
 			cclog.Warnf("REST: error while loading all-metrics job data for JobID %d on %s", job.JobID, job.Cluster)
 			return
@@ -405,7 +405,7 @@ func (api *RestAPI) getJobByID(rw http.ResponseWriter, r *http.Request) {
 		resolution = max(resolution, mc.Timestep)
 	}

-	data, err := metricdispatch.LoadData(job, metrics, scopes, r.Context(), resolution)
+	data, err := metricdispatch.LoadData(job, metrics, scopes, r.Context(), resolution, "")
 	if err != nil {
 		cclog.Warnf("REST: error while loading job data for JobID %d on %s", job.JobID, job.Cluster)
 		return
@@ -1086,7 +1086,7 @@ func (api *RestAPI) getJobMetrics(rw http.ResponseWriter, r *http.Request) {
 	}

 	resolver := graph.GetResolverInstance()
-	data, err := resolver.Query().JobMetrics(r.Context(), id, metrics, scopes, nil)
+	data, err := resolver.Query().JobMetrics(r.Context(), id, metrics, scopes, nil, nil)
 	if err != nil {
 		if err := json.NewEncoder(rw).Encode(Response{
 			Error: &struct {
--- a/internal/archiver/archiver.go
+++ b/internal/archiver/archiver.go
@@ -59,7 +59,7 @@ func ArchiveJob(job *schema.Job, ctx context.Context) (*schema.Job, error) {
 		scopes = append(scopes, schema.MetricScopeAccelerator)
 	}

-	jobData, err := metricdispatch.LoadData(job, allMetrics, scopes, ctx, 0) // 0 Resulotion-Value retrieves highest res (60s)
+	jobData, err := metricdispatch.LoadData(job, allMetrics, scopes, ctx, 0, "") // 0 Resulotion-Value retrieves highest res (60s)
 	if err != nil {
 		cclog.Error("Error wile loading job data for archiving")
 		return nil, err
--- a/internal/config/config.go
+++ b/internal/config/config.go
@@ -118,12 +118,12 @@ type NodeStateRetention struct {
 }

 type ResampleConfig struct {
-	// Minimum number of points to trigger resampling of data
-	MinimumPoints int `json:"minimum-points"`
-	// Array of resampling target resolutions, in seconds; Example: [600,300,60]
-	Resolutions []int `json:"resolutions"`
-	// Trigger next zoom level at less than this many visible datapoints
-	Trigger int `json:"trigger"`
+	// Default resample policy when no user preference is set ("low", "medium", "high")
+	DefaultPolicy string `json:"default-policy"`
+	// Default resample algorithm when no user preference is set ("lttb", "average", "simple")
+	DefaultAlgo string `json:"default-algo"`
+	// Policy-derived target point count (set dynamically from user preference, not from config.json)
+	TargetPoints int `json:"targetPoints,omitempty"`
 }

 type NATSConfig struct {
@@ -171,7 +171,24 @@ func Init(mainConfig json.RawMessage) {
 		cclog.Abortf("Config Init: Could not decode config file '%s'.\nError: %s\n", mainConfig, err.Error())
 	}

-	if Keys.EnableResampling != nil && Keys.EnableResampling.MinimumPoints > 0 {
-		resampler.SetMinimumRequiredPoints(Keys.EnableResampling.MinimumPoints)
+	if Keys.EnableResampling != nil {
+		policy := Keys.EnableResampling.DefaultPolicy
+		if policy == "" {
+			policy = "medium"
+		}
+		resampler.SetMinimumRequiredPoints(targetPointsForPolicy(policy))
+	}
+}
+
+func targetPointsForPolicy(policy string) int {
+	switch policy {
+	case "low":
+		return 200
+	case "medium":
+		return 500
+	case "high":
+		return 1000
+	default:
+		return 500
 	}
 }
--- a/internal/config/schema.go
+++ b/internal/config/schema.go
@@ -92,24 +92,18 @@ var configSchema = `
      "description": "Enable dynamic zoom in frontend metric plots.",
      "type": "object",
      "properties": {
-        "minimum-points": {
-          "description": "Minimum points to trigger resampling of time-series data.",
-          "type": "integer"
+        "default-policy": {
+          "description": "Default resample policy when no user preference is set.",
+          "type": "string",
+          "enum": ["low", "medium", "high"]
        },
-        "trigger": {
-          "description": "Trigger next zoom level at less than this many visible datapoints.",
-          "type": "integer"
-        },
-        "resolutions": {
-          "description": "Array of resampling target resolutions, in seconds.",
-          "type": "array",
-          "items": {
-            "type": "integer"
+        "default-algo": {
+          "description": "Default resample algorithm when no user preference is set.",
+          "type": "string",
+          "enum": ["lttb", "average", "simple"]
        }
      }
    },
-      "required": ["trigger", "resolutions"]
-    },
    "api-subjects": {
      "description": "NATS subjects configuration for subscribing to job and node events.",
      "type": "object",
--- a/internal/graph/generated/generated.go
+++ b/internal/graph/generated/generated.go
@@ -327,7 +327,7 @@ type ComplexityRoot struct {
 		Clusters        func(childComplexity int) int
 		GlobalMetrics   func(childComplexity int) int
 		Job             func(childComplexity int, id string) int
-		JobMetrics      func(childComplexity int, id string, metrics []string, scopes []schema.MetricScope, resolution *int) int
+		JobMetrics      func(childComplexity int, id string, metrics []string, scopes []schema.MetricScope, resolution *int, resampleAlgo *model.ResampleAlgo) int
 		JobStats        func(childComplexity int, id string, metrics []string) int
 		Jobs            func(childComplexity int, filter []*model.JobFilter, page *model.PageRequest, order *model.OrderByInput) int
 		JobsFootprints  func(childComplexity int, filter []*model.JobFilter, metrics []string) int
@@ -335,7 +335,7 @@ type ComplexityRoot struct {
 		JobsStatistics  func(childComplexity int, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) int
 		Node            func(childComplexity int, id string) int
 		NodeMetrics     func(childComplexity int, cluster string, nodes []string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time) int
-		NodeMetricsList func(childComplexity int, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int) int
+		NodeMetricsList func(childComplexity int, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int, resampleAlgo *model.ResampleAlgo) int
 		NodeStates      func(childComplexity int, filter []*model.NodeFilter) int
 		NodeStatesTimed func(childComplexity int, filter []*model.NodeFilter, typeArg string) int
 		Nodes           func(childComplexity int, filter []*model.NodeFilter, order *model.OrderByInput) int
@@ -483,7 +483,7 @@ type QueryResolver interface {
 	NodeStates(ctx context.Context, filter []*model.NodeFilter) ([]*model.NodeStates, error)
 	NodeStatesTimed(ctx context.Context, filter []*model.NodeFilter, typeArg string) ([]*model.NodeStatesTimed, error)
 	Job(ctx context.Context, id string) (*schema.Job, error)
-	JobMetrics(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope, resolution *int) ([]*model.JobMetricWithName, error)
+	JobMetrics(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope, resolution *int, resampleAlgo *model.ResampleAlgo) ([]*model.JobMetricWithName, error)
 	JobStats(ctx context.Context, id string, metrics []string) ([]*model.NamedStats, error)
 	ScopedJobStats(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope) ([]*model.NamedStatsWithScope, error)
 	Jobs(ctx context.Context, filter []*model.JobFilter, page *model.PageRequest, order *model.OrderByInput) (*model.JobResultList, error)
@@ -492,7 +492,7 @@ type QueryResolver interface {
 	JobsFootprints(ctx context.Context, filter []*model.JobFilter, metrics []string) (*model.Footprints, error)
 	RooflineHeatmap(ctx context.Context, filter []*model.JobFilter, rows int, cols int, minX float64, minY float64, maxX float64, maxY float64) ([][]float64, error)
 	NodeMetrics(ctx context.Context, cluster string, nodes []string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time) ([]*model.NodeMetrics, error)
-	NodeMetricsList(ctx context.Context, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int) (*model.NodesResultList, error)
+	NodeMetricsList(ctx context.Context, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int, resampleAlgo *model.ResampleAlgo) (*model.NodesResultList, error)
 	ClusterMetrics(ctx context.Context, cluster string, metrics []string, from time.Time, to time.Time) (*model.ClusterMetrics, error)
 }
 type SubClusterResolver interface {
@@ -1666,7 +1666,7 @@ func (e *executableSchema) Complexity(ctx context.Context, typeName, field strin
 			return 0, false
 		}

-		return e.ComplexityRoot.Query.JobMetrics(childComplexity, args["id"].(string), args["metrics"].([]string), args["scopes"].([]schema.MetricScope), args["resolution"].(*int)), true
+		return e.ComplexityRoot.Query.JobMetrics(childComplexity, args["id"].(string), args["metrics"].([]string), args["scopes"].([]schema.MetricScope), args["resolution"].(*int), args["resampleAlgo"].(*model.ResampleAlgo)), true
 	case "Query.jobStats":
 		if e.ComplexityRoot.Query.JobStats == nil {
 			break
@@ -1754,7 +1754,7 @@ func (e *executableSchema) Complexity(ctx context.Context, typeName, field strin
 			return 0, false
 		}

-		return e.ComplexityRoot.Query.NodeMetricsList(childComplexity, args["cluster"].(string), args["subCluster"].(string), args["stateFilter"].(string), args["nodeFilter"].(string), args["scopes"].([]schema.MetricScope), args["metrics"].([]string), args["from"].(time.Time), args["to"].(time.Time), args["page"].(*model.PageRequest), args["resolution"].(*int)), true
+		return e.ComplexityRoot.Query.NodeMetricsList(childComplexity, args["cluster"].(string), args["subCluster"].(string), args["stateFilter"].(string), args["nodeFilter"].(string), args["scopes"].([]schema.MetricScope), args["metrics"].([]string), args["from"].(time.Time), args["to"].(time.Time), args["page"].(*model.PageRequest), args["resolution"].(*int), args["resampleAlgo"].(*model.ResampleAlgo)), true
 	case "Query.nodeStates":
 		if e.ComplexityRoot.Query.NodeStates == nil {
 			break
@@ -2525,6 +2525,12 @@ type TimeWeights {
  coreHours: [NullableFloat!]!
 }

+enum ResampleAlgo {
+  LTTB
+  AVERAGE
+  SIMPLE
+}
+
 enum Aggregate {
  USER
  PROJECT
@@ -2615,6 +2621,7 @@ type Query {
    metrics: [String!]
    scopes: [MetricScope!]
    resolution: Int
+    resampleAlgo: ResampleAlgo
  ): [JobMetricWithName!]!

  jobStats(id: ID!, metrics: [String!]): [NamedStats!]!
@@ -2674,6 +2681,7 @@ type Query {
    to: Time!
    page: PageRequest
    resolution: Int
+    resampleAlgo: ResampleAlgo
  ): NodesResultList!

  clusterMetrics(
@@ -3882,6 +3890,11 @@ func (ec *executionContext) field_Query_jobMetrics_args(ctx context.Context, raw
 		return nil, err
 	}
 	args["resolution"] = arg3
+	arg4, err := graphql.ProcessArgField(ctx, rawArgs, "resampleAlgo", ec.unmarshalOResampleAlgo2ᚖgithubᚗcomᚋClusterCockpitᚋccᚑbackendᚋinternalᚋgraphᚋmodelᚐResampleAlgo)
+	if err != nil {
+		return nil, err
+	}
+	args["resampleAlgo"] = arg4
 	return args, nil
 }

@@ -4140,6 +4153,11 @@ func (ec *executionContext) field_Query_nodeMetricsList_args(ctx context.Context
 		return nil, err
 	}
 	args["resolution"] = arg9
+	arg10, err := graphql.ProcessArgField(ctx, rawArgs, "resampleAlgo", ec.unmarshalOResampleAlgo2ᚖgithubᚗcomᚋClusterCockpitᚋccᚑbackendᚋinternalᚋgraphᚋmodelᚐResampleAlgo)
+	if err != nil {
+		return nil, err
+	}
+	args["resampleAlgo"] = arg10
 	return args, nil
 }

@@ -9307,7 +9325,7 @@ func (ec *executionContext) _Query_jobMetrics(ctx context.Context, field graphql
 		},
 		func(ctx context.Context) (any, error) {
 			fc := graphql.GetFieldContext(ctx)
-			return ec.Resolvers.Query().JobMetrics(ctx, fc.Args["id"].(string), fc.Args["metrics"].([]string), fc.Args["scopes"].([]schema.MetricScope), fc.Args["resolution"].(*int))
+			return ec.Resolvers.Query().JobMetrics(ctx, fc.Args["id"].(string), fc.Args["metrics"].([]string), fc.Args["scopes"].([]schema.MetricScope), fc.Args["resolution"].(*int), fc.Args["resampleAlgo"].(*model.ResampleAlgo))
 		},
 		nil,
 		func(ctx context.Context, selections ast.SelectionSet, v []*model.JobMetricWithName) graphql.Marshaler {
@@ -9703,7 +9721,7 @@ func (ec *executionContext) _Query_nodeMetricsList(ctx context.Context, field gr
 		},
 		func(ctx context.Context) (any, error) {
 			fc := graphql.GetFieldContext(ctx)
-			return ec.Resolvers.Query().NodeMetricsList(ctx, fc.Args["cluster"].(string), fc.Args["subCluster"].(string), fc.Args["stateFilter"].(string), fc.Args["nodeFilter"].(string), fc.Args["scopes"].([]schema.MetricScope), fc.Args["metrics"].([]string), fc.Args["from"].(time.Time), fc.Args["to"].(time.Time), fc.Args["page"].(*model.PageRequest), fc.Args["resolution"].(*int))
+			return ec.Resolvers.Query().NodeMetricsList(ctx, fc.Args["cluster"].(string), fc.Args["subCluster"].(string), fc.Args["stateFilter"].(string), fc.Args["nodeFilter"].(string), fc.Args["scopes"].([]schema.MetricScope), fc.Args["metrics"].([]string), fc.Args["from"].(time.Time), fc.Args["to"].(time.Time), fc.Args["page"].(*model.PageRequest), fc.Args["resolution"].(*int), fc.Args["resampleAlgo"].(*model.ResampleAlgo))
 		},
 		nil,
 		func(ctx context.Context, selections ast.SelectionSet, v *model.NodesResultList) graphql.Marshaler {
@@ -18679,6 +18697,22 @@ func (ec *executionContext) unmarshalOPageRequest2ᚖgithubᚗcomᚋClusterCockp
 	return &res, graphql.ErrorOnPath(ctx, err)
 }

+func (ec *executionContext) unmarshalOResampleAlgo2ᚖgithubᚗcomᚋClusterCockpitᚋccᚑbackendᚋinternalᚋgraphᚋmodelᚐResampleAlgo(ctx context.Context, v any) (*model.ResampleAlgo, error) {
+	if v == nil {
+		return nil, nil
+	}
+	var res = new(model.ResampleAlgo)
+	err := res.UnmarshalGQL(v)
+	return res, graphql.ErrorOnPath(ctx, err)
+}
+
+func (ec *executionContext) marshalOResampleAlgo2ᚖgithubᚗcomᚋClusterCockpitᚋccᚑbackendᚋinternalᚋgraphᚋmodelᚐResampleAlgo(ctx context.Context, sel ast.SelectionSet, v *model.ResampleAlgo) graphql.Marshaler {
+	if v == nil {
+		return graphql.Null
+	}
+	return v
+}
+
 func (ec *executionContext) unmarshalOSchedulerState2ᚖgithubᚗcomᚋClusterCockpitᚋccᚑlibᚋv2ᚋschemaᚐSchedulerState(ctx context.Context, v any) (*schema.SchedulerState, error) {
 	if v == nil {
 		return nil, nil
--- a/internal/graph/model/models_gen.go
+++ b/internal/graph/model/models_gen.go
@@ -328,6 +328,63 @@ func (e Aggregate) MarshalJSON() ([]byte, error) {
 	return buf.Bytes(), nil
 }

+type ResampleAlgo string
+
+const (
+	ResampleAlgoLttb    ResampleAlgo = "LTTB"
+	ResampleAlgoAverage ResampleAlgo = "AVERAGE"
+	ResampleAlgoSimple  ResampleAlgo = "SIMPLE"
+)
+
+var AllResampleAlgo = []ResampleAlgo{
+	ResampleAlgoLttb,
+	ResampleAlgoAverage,
+	ResampleAlgoSimple,
+}
+
+func (e ResampleAlgo) IsValid() bool {
+	switch e {
+	case ResampleAlgoLttb, ResampleAlgoAverage, ResampleAlgoSimple:
+		return true
+	}
+	return false
+}
+
+func (e ResampleAlgo) String() string {
+	return string(e)
+}
+
+func (e *ResampleAlgo) UnmarshalGQL(v any) error {
+	str, ok := v.(string)
+	if !ok {
+		return fmt.Errorf("enums must be strings")
+	}
+
+	*e = ResampleAlgo(str)
+	if !e.IsValid() {
+		return fmt.Errorf("%s is not a valid ResampleAlgo", str)
+	}
+	return nil
+}
+
+func (e ResampleAlgo) MarshalGQL(w io.Writer) {
+	fmt.Fprint(w, strconv.Quote(e.String()))
+}
+
+func (e *ResampleAlgo) UnmarshalJSON(b []byte) error {
+	s, err := strconv.Unquote(string(b))
+	if err != nil {
+		return err
+	}
+	return e.UnmarshalGQL(s)
+}
+
+func (e ResampleAlgo) MarshalJSON() ([]byte, error) {
+	var buf bytes.Buffer
+	e.MarshalGQL(&buf)
+	return buf.Bytes(), nil
+}
+
 type SortByAggregate string

 const (
--- a/internal/graph/resample.go
+++ b/internal/graph/resample.go
@@ -0,0 +1,145 @@
+// Copyright (C) NHR@FAU, University Erlangen-Nuremberg.
+// All rights reserved. This file is part of cc-backend.
+// Use of this source code is governed by a MIT-style
+// license that can be found in the LICENSE file.
+package graph
+
+import (
+	"context"
+	"strings"
+
+	"github.com/ClusterCockpit/cc-backend/internal/config"
+	"github.com/ClusterCockpit/cc-backend/internal/graph/model"
+	"github.com/ClusterCockpit/cc-backend/internal/metricdispatch"
+	"github.com/ClusterCockpit/cc-backend/internal/repository"
+	"github.com/ClusterCockpit/cc-backend/pkg/archive"
+)
+
+// resolveResolutionFromPolicy reads the user's resample policy preference and
+// computes a resolution based on job duration and metric frequency. Returns nil
+// if the user has no policy set.
+func resolveResolutionFromPolicy(ctx context.Context, duration int64, cluster string, metrics []string) *int {
+	user := repository.GetUserFromContext(ctx)
+	if user == nil {
+		return nil
+	}
+
+	conf, err := repository.GetUserCfgRepo().GetUIConfig(user)
+	if err != nil {
+		return nil
+	}
+
+	policyVal, ok := conf["plotConfiguration_resamplePolicy"]
+	if !ok {
+		return nil
+	}
+	policyStr, ok := policyVal.(string)
+	if !ok || policyStr == "" {
+		return nil
+	}
+
+	policy := metricdispatch.ResamplePolicy(policyStr)
+	targetPoints := metricdispatch.TargetPointsForPolicy(policy)
+	if targetPoints == 0 {
+		return nil
+	}
+
+	// Find the smallest metric frequency across the requested metrics
+	frequency := smallestFrequency(cluster, metrics)
+	if frequency <= 0 {
+		return nil
+	}
+
+	res := metricdispatch.ComputeResolution(duration, int64(frequency), targetPoints)
+	return &res
+}
+
+// resolveResampleAlgo returns the resampling algorithm name to use, checking
+// the explicit GraphQL parameter first, then the user's preference.
+func resolveResampleAlgo(ctx context.Context, resampleAlgo *model.ResampleAlgo) string {
+	if resampleAlgo != nil {
+		return strings.ToLower(resampleAlgo.String())
+	}
+
+	user := repository.GetUserFromContext(ctx)
+	if user == nil {
+		return ""
+	}
+
+	conf, err := repository.GetUserCfgRepo().GetUIConfig(user)
+	if err != nil {
+		return ""
+	}
+
+	algoVal, ok := conf["plotConfiguration_resampleAlgo"]
+	if ok {
+		if algoStr, ok := algoVal.(string); ok && algoStr != "" {
+			return algoStr
+		}
+	}
+
+	// Fall back to global default algo
+	if config.Keys.EnableResampling != nil && config.Keys.EnableResampling.DefaultAlgo != "" {
+		return config.Keys.EnableResampling.DefaultAlgo
+	}
+
+	return ""
+}
+
+// resolveResolutionFromDefaultPolicy computes a resolution using the global
+// default policy from config. Returns nil if no policy is configured.
+func resolveResolutionFromDefaultPolicy(duration int64, cluster string, metrics []string) *int {
+	cfg := config.Keys.EnableResampling
+	if cfg == nil {
+		return nil
+	}
+
+	policyStr := cfg.DefaultPolicy
+	if policyStr == "" {
+		policyStr = "medium"
+	}
+
+	policy := metricdispatch.ResamplePolicy(policyStr)
+	targetPoints := metricdispatch.TargetPointsForPolicy(policy)
+	if targetPoints == 0 {
+		return nil
+	}
+
+	frequency := smallestFrequency(cluster, metrics)
+	if frequency <= 0 {
+		return nil
+	}
+
+	res := metricdispatch.ComputeResolution(duration, int64(frequency), targetPoints)
+	return &res
+}
+
+// smallestFrequency returns the smallest metric timestep (in seconds) among the
+// requested metrics for the given cluster. Falls back to 0 if nothing is found.
+func smallestFrequency(cluster string, metrics []string) int {
+	cl := archive.GetCluster(cluster)
+	if cl == nil {
+		return 0
+	}
+
+	minFreq := 0
+	for _, mc := range cl.MetricConfig {
+		if len(metrics) > 0 {
+			found := false
+			for _, m := range metrics {
+				if mc.Name == m {
+					found = true
+					break
+				}
+			}
+			if !found {
+				continue
+			}
+		}
+		if minFreq == 0 || mc.Timestep < minFreq {
+			minFreq = mc.Timestep
+		}
+	}
+
+	return minFreq
+}
--- a/internal/graph/schema.resolvers.go
+++ b/internal/graph/schema.resolvers.go
@@ -498,24 +498,30 @@ func (r *queryResolver) Job(ctx context.Context, id string) (*schema.Job, error)
 }

 // JobMetrics is the resolver for the jobMetrics field.
-func (r *queryResolver) JobMetrics(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope, resolution *int) ([]*model.JobMetricWithName, error) {
-	if resolution == nil { // Load from Config
-		if config.Keys.EnableResampling != nil {
-			defaultRes := slices.Max(config.Keys.EnableResampling.Resolutions)
-			resolution = &defaultRes
-		} else { // Set 0 (Loads configured metric timestep)
-			defaultRes := 0
-			resolution = &defaultRes
-		}
-	}
-
+func (r *queryResolver) JobMetrics(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope, resolution *int, resampleAlgo *model.ResampleAlgo) ([]*model.JobMetricWithName, error) {
 	job, err := r.Query().Job(ctx, id)
 	if err != nil {
 		cclog.Warn("Error while querying job for metrics")
 		return nil, err
 	}

-	data, err := metricdispatch.LoadData(job, metrics, scopes, ctx, *resolution)
+	// Resolve resolution: explicit param > user policy > global config > 0
+	if resolution == nil {
+		resolution = resolveResolutionFromPolicy(ctx, int64(job.Duration), job.Cluster, metrics)
+	}
+	if resolution == nil {
+		if config.Keys.EnableResampling != nil {
+			resolution = resolveResolutionFromDefaultPolicy(int64(job.Duration), job.Cluster, metrics)
+		}
+		if resolution == nil {
+			defaultRes := 0
+			resolution = &defaultRes
+		}
+	}
+
+	algoName := resolveResampleAlgo(ctx, resampleAlgo)
+
+	data, err := metricdispatch.LoadData(job, metrics, scopes, ctx, *resolution, algoName)
 	if err != nil {
 		cclog.Warn("Error while loading job data")
 		return nil, err
@@ -877,12 +883,17 @@ func (r *queryResolver) NodeMetrics(ctx context.Context, cluster string, nodes [
 }

 // NodeMetricsList is the resolver for the nodeMetricsList field.
-func (r *queryResolver) NodeMetricsList(ctx context.Context, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int) (*model.NodesResultList, error) {
-	if resolution == nil { // Load from Config
+func (r *queryResolver) NodeMetricsList(ctx context.Context, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int, resampleAlgo *model.ResampleAlgo) (*model.NodesResultList, error) {
+	// Resolve resolution: explicit param > user policy > global config > 0
+	duration := int64(to.Sub(from).Seconds())
+	if resolution == nil {
+		resolution = resolveResolutionFromPolicy(ctx, duration, cluster, metrics)
+	}
+	if resolution == nil {
 		if config.Keys.EnableResampling != nil {
-			defaultRes := slices.Max(config.Keys.EnableResampling.Resolutions)
-			resolution = &defaultRes
-		} else { // Set 0 (Loads configured metric timestep)
+			resolution = resolveResolutionFromDefaultPolicy(duration, cluster, metrics)
+		}
+		if resolution == nil {
 			defaultRes := 0
 			resolution = &defaultRes
 		}
@@ -906,8 +917,10 @@ func (r *queryResolver) NodeMetricsList(ctx context.Context, cluster string, sub
 		}
 	}

+	algoName := resolveResampleAlgo(ctx, resampleAlgo)
+
 	// data -> map hostname:jobdata
-	data, err := metricdispatch.LoadNodeListData(cluster, subCluster, nodes, metrics, scopes, *resolution, from, to, ctx)
+	data, err := metricdispatch.LoadNodeListData(cluster, subCluster, nodes, metrics, scopes, *resolution, from, to, ctx, algoName)
 	if err != nil {
 		cclog.Warn("error while loading node data (Resolver.NodeMetricsList")
 		return nil, err
--- a/internal/graph/util.go
+++ b/internal/graph/util.go
@@ -55,7 +55,7 @@ func (r *queryResolver) rooflineHeatmap(
 		// 	resolution = max(resolution, mc.Timestep)
 		// }

-		jobdata, err := metricdispatch.LoadData(job, []string{"flops_any", "mem_bw"}, []schema.MetricScope{schema.MetricScopeNode}, ctx, 0)
+		jobdata, err := metricdispatch.LoadData(job, []string{"flops_any", "mem_bw"}, []schema.MetricScope{schema.MetricScopeNode}, ctx, 0, "")
 		if err != nil {
 			cclog.Warnf("Error while loading roofline metrics for job %d", *job.ID)
 			return nil, err
--- a/internal/metricdispatch/dataLoader.go
+++ b/internal/metricdispatch/dataLoader.go
@@ -62,9 +62,10 @@ func cacheKey(
 	metrics []string,
 	scopes []schema.MetricScope,
 	resolution int,
+	resampleAlgo string,
 ) string {
-	return fmt.Sprintf("%d(%s):[%v],[%v]-%d",
-		*job.ID, job.State, metrics, scopes, resolution)
+	return fmt.Sprintf("%d(%s):[%v],[%v]-%d-%s",
+		*job.ID, job.State, metrics, scopes, resolution, resampleAlgo)
 }

 // LoadData retrieves metric data for a job from the appropriate backend (memory store for running jobs,
@@ -87,8 +88,9 @@ func LoadData(job *schema.Job,
 	scopes []schema.MetricScope,
 	ctx context.Context,
 	resolution int,
+	resampleAlgo string,
 ) (schema.JobData, error) {
-	data := cache.Get(cacheKey(job, metrics, scopes, resolution), func() (_ any, ttl time.Duration, size int) {
+	data := cache.Get(cacheKey(job, metrics, scopes, resolution, resampleAlgo), func() (_ any, ttl time.Duration, size int) {
 		var jd schema.JobData
 		var err error

@@ -136,13 +138,17 @@ func LoadData(job *schema.Job,

 			jd = deepCopy(jdTemp)

-			// Resample archived data using Largest Triangle Three Bucket algorithm to reduce data points
-			// to the requested resolution, improving transfer performance and client-side rendering.
+			// Resample archived data to reduce data points to the requested resolution,
+			// improving transfer performance and client-side rendering.
+			resampleFn, rfErr := resampler.GetResampler(resampleAlgo)
+			if rfErr != nil {
+				return rfErr, 0, 0
+			}
 			for _, v := range jd {
 				for _, v_ := range v {
 					timestep := int64(0)
 					for i := 0; i < len(v_.Series); i += 1 {
-						v_.Series[i].Data, timestep, err = resampler.LargestTriangleThreeBucket(v_.Series[i].Data, int64(v_.Timestep), int64(resolution))
+						v_.Series[i].Data, timestep, err = resampleFn(v_.Series[i].Data, int64(v_.Timestep), int64(resolution))
 						if err != nil {
 							return err, 0, 0
 						}
@@ -414,6 +420,7 @@ func LoadNodeListData(
 	resolution int,
 	from, to time.Time,
 	ctx context.Context,
+	resampleAlgo string,
 ) (map[string]schema.JobData, error) {
 	if metrics == nil {
 		for _, m := range archive.GetCluster(cluster).MetricConfig {
@@ -428,7 +435,7 @@ func LoadNodeListData(
 		return nil, err
 	}

-	data, err := ms.LoadNodeListData(cluster, subCluster, nodes, metrics, scopes, resolution, from, to, ctx)
+	data, err := ms.LoadNodeListData(cluster, subCluster, nodes, metrics, scopes, resolution, from, to, ctx, resampleAlgo)
 	if err != nil {
 		if len(data) != 0 {
 			cclog.Warnf("partial error loading node list data from metric store for cluster %s, subcluster %s: %s",
--- a/internal/metricdispatch/metricdata.go
+++ b/internal/metricdispatch/metricdata.go
@@ -51,7 +51,8 @@ type MetricDataRepository interface {
 		scopes []schema.MetricScope,
 		resolution int,
 		from, to time.Time,
-		ctx context.Context) (map[string]schema.JobData, error)
+		ctx context.Context,
+		resampleAlgo string) (map[string]schema.JobData, error)

 	// HealthCheck evaluates the monitoring state for a set of nodes against expected metrics.
 	HealthCheck(cluster string,
--- a/internal/metricdispatch/resamplepolicy.go
+++ b/internal/metricdispatch/resamplepolicy.go
@@ -0,0 +1,49 @@
+// Copyright (C) NHR@FAU, University Erlangen-Nuremberg.
+// All rights reserved. This file is part of cc-backend.
+// Use of this source code is governed by a MIT-style
+// license that can be found in the LICENSE file.
+package metricdispatch
+
+import "math"
+
+type ResamplePolicy string
+
+const (
+	ResamplePolicyLow    ResamplePolicy = "low"
+	ResamplePolicyMedium ResamplePolicy = "medium"
+	ResamplePolicyHigh   ResamplePolicy = "high"
+)
+
+// TargetPointsForPolicy returns the target number of data points for a given policy.
+func TargetPointsForPolicy(policy ResamplePolicy) int {
+	switch policy {
+	case ResamplePolicyLow:
+		return 200
+	case ResamplePolicyMedium:
+		return 500
+	case ResamplePolicyHigh:
+		return 1000
+	default:
+		return 0
+	}
+}
+
+// ComputeResolution computes the resampling resolution in seconds for a given
+// job duration, metric frequency, and target point count. Returns 0 if the
+// total number of data points is already at or below targetPoints (no resampling needed).
+func ComputeResolution(duration int64, frequency int64, targetPoints int) int {
+	if frequency <= 0 || targetPoints <= 0 || duration <= 0 {
+		return 0
+	}
+
+	totalPoints := duration / frequency
+	if totalPoints <= int64(targetPoints) {
+		return 0
+	}
+
+	targetRes := math.Ceil(float64(duration) / float64(targetPoints))
+	// Round up to nearest multiple of frequency
+	resolution := int(math.Ceil(targetRes/float64(frequency))) * int(frequency)
+
+	return resolution
+}
--- a/internal/metricdispatch/resamplepolicy_test.go
+++ b/internal/metricdispatch/resamplepolicy_test.go
@@ -0,0 +1,68 @@
+// Copyright (C) NHR@FAU, University Erlangen-Nuremberg.
+// All rights reserved. This file is part of cc-backend.
+// Use of this source code is governed by a MIT-style
+// license that can be found in the LICENSE file.
+package metricdispatch
+
+import "testing"
+
+func TestTargetPointsForPolicy(t *testing.T) {
+	tests := []struct {
+		policy ResamplePolicy
+		want   int
+	}{
+		{ResamplePolicyLow, 200},
+		{ResamplePolicyMedium, 500},
+		{ResamplePolicyHigh, 1000},
+		{ResamplePolicy("unknown"), 0},
+		{ResamplePolicy(""), 0},
+	}
+
+	for _, tt := range tests {
+		if got := TargetPointsForPolicy(tt.policy); got != tt.want {
+			t.Errorf("TargetPointsForPolicy(%q) = %d, want %d", tt.policy, got, tt.want)
+		}
+	}
+}
+
+func TestComputeResolution(t *testing.T) {
+	tests := []struct {
+		name         string
+		duration     int64
+		frequency    int64
+		targetPoints int
+		want         int
+	}{
+		// 24h job, 60s frequency, 1440 total points
+		{"low_24h_60s", 86400, 60, 200, 480},
+		{"medium_24h_60s", 86400, 60, 500, 180},
+		{"high_24h_60s", 86400, 60, 1000, 120},
+
+		// 2h job, 60s frequency, 120 total points — no resampling needed
+		{"low_2h_60s", 7200, 60, 200, 0},
+		{"medium_2h_60s", 7200, 60, 500, 0},
+		{"high_2h_60s", 7200, 60, 1000, 0},
+
+		// Edge: zero/negative inputs
+		{"zero_duration", 0, 60, 200, 0},
+		{"zero_frequency", 86400, 0, 200, 0},
+		{"zero_target", 86400, 60, 0, 0},
+		{"negative_duration", -100, 60, 200, 0},
+
+		// 12h job, 30s frequency, 1440 total points
+		{"medium_12h_30s", 43200, 30, 500, 90},
+
+		// Exact fit: total points == target points
+		{"exact_fit", 12000, 60, 200, 0},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got := ComputeResolution(tt.duration, tt.frequency, tt.targetPoints)
+			if got != tt.want {
+				t.Errorf("ComputeResolution(%d, %d, %d) = %d, want %d",
+					tt.duration, tt.frequency, tt.targetPoints, got, tt.want)
+			}
+		})
+	}
+}
--- a/internal/metricstoreclient/cc-metric-store.go
+++ b/internal/metricstoreclient/cc-metric-store.go
@@ -617,6 +617,7 @@ func (ccms *CCMetricStore) LoadNodeListData(
 	resolution int,
 	from, to time.Time,
 	ctx context.Context,
+	resampleAlgo string,
 ) (map[string]schema.JobData, error) {
 	queries, assignedScope, err := ccms.buildNodeQueries(cluster, subCluster, nodes, metrics, scopes, resolution)
 	if err != nil {
--- a/internal/repository/testdata/job.db
+++ b/internal/repository/testdata/job.db
--- a/internal/routerConfig/routes.go
+++ b/internal/routerConfig/routes.go
@@ -15,6 +15,7 @@ import (

 	"github.com/ClusterCockpit/cc-backend/internal/config"
 	"github.com/ClusterCockpit/cc-backend/internal/graph/model"
+	"github.com/ClusterCockpit/cc-backend/internal/metricdispatch"
 	"github.com/ClusterCockpit/cc-backend/internal/repository"
 	"github.com/ClusterCockpit/cc-backend/web"
 	cclog "github.com/ClusterCockpit/cc-lib/v2/ccLogger"
@@ -496,13 +497,15 @@ func SetupRoutes(router chi.Router, buildInfo web.Build) {
 			// Get Roles
 			availableRoles, _ := schema.GetValidRolesMap(user)

+			resampling := resamplingForUser(conf)
+
 			page := web.Page{
 				Title:      title,
 				User:       *user,
 				Roles:      availableRoles,
 				Build:      buildInfo,
 				Config:     conf,
-				Resampling: config.Keys.EnableResampling,
+				Resampling: resampling,
 				Infos:      infos,
 			}

@@ -589,3 +592,36 @@ func HandleSearchBar(rw http.ResponseWriter, r *http.Request, buildInfo web.Buil
 		web.RenderTemplate(rw, "message.tmpl", &web.Page{Title: "Warning", MsgType: "alert-warning", Message: "Empty search", User: *user, Roles: availableRoles, Build: buildInfo})
 	}
 }
+
+// resamplingForUser returns a ResampleConfig that incorporates the user's
+// resample policy preference. If the user has a policy set, it creates a
+// policy-derived config with targetPoints and trigger. Otherwise falls back
+// to the global config.
+func resamplingForUser(conf map[string]any) *config.ResampleConfig {
+	globalCfg := config.Keys.EnableResampling
+
+	policyStr := ""
+	if policyVal, ok := conf["plotConfiguration_resamplePolicy"]; ok {
+		if s, ok := policyVal.(string); ok {
+			policyStr = s
+		}
+	}
+
+	// Fall back to global default policy, then to "medium"
+	if policyStr == "" && globalCfg != nil {
+		policyStr = globalCfg.DefaultPolicy
+	}
+	if policyStr == "" {
+		policyStr = "medium"
+	}
+
+	policy := metricdispatch.ResamplePolicy(policyStr)
+	targetPoints := metricdispatch.TargetPointsForPolicy(policy)
+	if targetPoints == 0 {
+		return globalCfg
+	}
+
+	return &config.ResampleConfig{
+		TargetPoints: targetPoints,
+	}
+}
--- a/pkg/metricstore/api.go
+++ b/pkg/metricstore/api.go
@@ -59,6 +59,7 @@ type APIQueryRequest struct {
 	WithStats    bool       `json:"with-stats"`
 	WithData     bool       `json:"with-data"`
 	WithPadding  bool       `json:"with-padding"`
+	ResampleAlgo string     `json:"resample-algo,omitempty"`
 }

 // APIQueryResponse represents the response to an APIQueryRequest.
@@ -279,7 +280,7 @@ func FetchData(req APIQueryRequest) (*APIQueryResponse, error) {
 		for _, sel := range sels {
 			data := APIMetricData{}

-			data.Data, data.From, data.To, data.Resolution, err = ms.Read(sel, query.Metric, req.From, req.To, query.Resolution)
+			data.Data, data.From, data.To, data.Resolution, err = ms.Read(sel, query.Metric, req.From, req.To, query.Resolution, req.ResampleAlgo)
 			if err != nil {
 				// Skip Error If Just Missing Host or Metric, Continue
 				// Empty Return For Metric Handled Gracefully By Frontend
--- a/pkg/metricstore/metricstore.go
+++ b/pkg/metricstore/metricstore.go
@@ -701,7 +701,7 @@ func (m *MemoryStore) WriteToLevel(l *Level, selector []string, ts int64, metric
 // If the level does not hold the metric itself, the data will be aggregated recursively from the children.
 // The second and third return value are the actual from/to for the data. Those can be different from
 // the range asked for if no data was available.
-func (m *MemoryStore) Read(selector util.Selector, metric string, from, to, resolution int64) ([]schema.Float, int64, int64, int64, error) {
+func (m *MemoryStore) Read(selector util.Selector, metric string, from, to, resolution int64, resampleAlgo string) ([]schema.Float, int64, int64, int64, error) {
 	if from > to {
 		return nil, 0, 0, 0, errors.New("[METRICSTORE]> invalid time range")
 	}
@@ -759,7 +759,11 @@ func (m *MemoryStore) Read(selector util.Selector, metric string, from, to, reso
 		}
 	}

-	data, resolution, err = resampler.LargestTriangleThreeBucket(data, minfo.Frequency, resolution)
+	resampleFn, rfErr := resampler.GetResampler(resampleAlgo)
+	if rfErr != nil {
+		return nil, 0, 0, 0, rfErr
+	}
+	data, resolution, err = resampleFn(data, minfo.Frequency, resolution)
 	if err != nil {
 		return nil, 0, 0, 0, err
 	}
--- a/pkg/metricstore/query.go
+++ b/pkg/metricstore/query.go
@@ -621,6 +621,7 @@ func (ccms *InternalMetricStore) LoadNodeListData(
 	resolution int,
 	from, to time.Time,
 	ctx context.Context,
+	resampleAlgo string,
 ) (map[string]schema.JobData, error) {
 	// Note: Order of node data is not guaranteed after this point
 	queries, assignedScope, err := buildNodeQueries(cluster, subCluster, nodes, metrics, scopes, int64(resolution))
@@ -642,6 +643,7 @@ func (ccms *InternalMetricStore) LoadNodeListData(
 		To:           to.Unix(),
 		WithStats:    true,
 		WithData:     true,
+		ResampleAlgo: resampleAlgo,
 	}

 	resBody, err := FetchData(req)
--- a/web/frontend/src/Systems.root.svelte
+++ b/web/frontend/src/Systems.root.svelte
@@ -70,8 +70,6 @@
  const ccconfig = $derived(thisInit ? getContext("cc-config") : null);
  const globalMetrics = $derived(thisInit ? getContext("globalMetrics") : null);
  const resampleConfig = $derived(thisInit ? getContext("resampling") : null);
-  const resampleResolutions = $derived(resampleConfig ? [...resampleConfig.resolutions] : []);
-  const resampleDefault = $derived(resampleConfig ? Math.max(...resampleConfig.resolutions) : 0);
  const displayNodeOverview = $derived((displayType === 'OVERVIEW'));

  const systemMetrics = $derived(globalMetrics ? [...globalMetrics.filter((gm) => gm?.availability.find((av) => av.cluster == cluster))] : []);
@@ -85,7 +83,8 @@
    return {...pendingUnits};
  });

-  let selectedResolution = $derived(resampleDefault);
+  // null lets the backend resolve the resolution from the configured resample policy.
+  let selectedResolution = $state(null);
  let to = $derived(presetTo ? presetTo : new Date(Date.now()));
  let from = $derived(presetFrom ? presetFrom : new Date(nowDate.setHours(nowDate.getHours() - 4)));

@@ -159,7 +158,7 @@
 </script>

 <!-- ROW1: Tools-->
-<Row cols={{ xs: 2, lg: !displayNodeOverview ? (resampleConfig ? 6 : 5) : 5 }} class="mb-3">
+<Row cols={{ xs: 2, lg: 5 }} class="mb-3">
  {#if thisInit}
    <!-- List Metric Select Col-->
    {#if !displayNodeOverview}
@@ -176,21 +175,6 @@
          </Button>
        </InputGroup>
      </Col>
-      {#if resampleConfig}
-        <Col>
-          <InputGroup>
-            <InputGroupText><Icon name="plus-slash-minus" /></InputGroupText>
-            <InputGroupText>Resolution</InputGroupText>
-            <Input type="select" bind:value={selectedResolution}>
-              {#each resampleResolutions as res}
-                <option value={res}
-                  >{res} sec</option
-                >
-              {/each}
-            </Input>
-          </InputGroup>
-        </Col>
-      {/if}
    {/if}
    <!-- Node Col-->
    <Col class="mt-2 mt-lg-0">
--- a/web/frontend/src/config/AdminSettings.svelte
+++ b/web/frontend/src/config/AdminSettings.svelte
@@ -16,6 +16,7 @@
  import Options from "./admin/Options.svelte";
  import NoticeEdit from "./admin/NoticeEdit.svelte";
  import RunTaggers from "./admin/RunTaggers.svelte";
+  import PlotRenderOptions from "./user/PlotRenderOptions.svelte";

  /* Svelte 5 Props */
  let {
@@ -29,6 +30,8 @@
  /* State Init */
  let users = $state([]);
  let roles = $state([]);
+  let message = $state({ msg: "", target: "", color: "#d63384" });
+  let displayMessage = $state(false);

  /* Functions */
  function getUserList() {
@@ -52,6 +55,37 @@
    getValidRoles();
  }

+  async function handleSettingSubmit(event, setting) {
+    event.preventDefault();
+
+    const selector = setting.selector
+    const target = setting.target
+    let form = document.querySelector(selector);
+    let formData = new FormData(form);
+    try {
+      const res = await fetch(form.action, { method: "POST", body: formData });
+      if (res.ok) {
+        let text = await res.text();
+        popMessage(text, target, "#048109");
+      } else {
+        let text = await res.text();
+        throw new Error("Response Code " + res.status + "-> " + text);
+      }
+    } catch (err) {
+      popMessage(err, target, "#d63384");
+    }
+
+    return false;
+  }
+
+  function popMessage(response, restarget, rescolor) {
+    message = { msg: response, target: restarget, color: rescolor };
+    displayMessage = true;
+    setTimeout(function () {
+      displayMessage = false;
+    }, 3500);
+  }
+
  /* on Mount */
  onMount(() => initAdmin());
 </script>
@@ -73,3 +107,4 @@
  <NoticeEdit {ncontent}/>
  <RunTaggers />
 </Row>
+<PlotRenderOptions config={ccconfig} bind:message bind:displayMessage updateSetting={(e, newSetting) => handleSettingSubmit(e, newSetting)}/>
--- a/web/frontend/src/config/admin/Options.svelte
+++ b/web/frontend/src/config/admin/Options.svelte
@@ -77,8 +77,8 @@
    <Card class="h-100">
      <CardBody>
        <CardTitle class="mb-3">Metric Plot Resampling Info</CardTitle>
-        <p>Triggered at {resampleConfig.trigger} datapoints.</p>
-        <p>Configured resolutions: {resampleConfig.resolutions}</p>
+        <p>Resampling is enabled.</p>
+        <p>Target data points per plot: {resampleConfig.targetPoints}</p>
      </CardBody>
    </Card>
  </Col>
--- a/web/frontend/src/config/user/PlotRenderOptions.svelte
+++ b/web/frontend/src/config/user/PlotRenderOptions.svelte
@@ -16,6 +16,7 @@
    Card,
    CardTitle,
  } from "@sveltestrap/sveltestrap";
+  import { getContext } from "svelte";
  import { fade } from "svelte/transition";

  /* Svelte 5 Props */
@@ -25,6 +26,8 @@
    displayMessage = $bindable(),
    updateSetting
  } = $props();
+
+  const resampleConfig = getContext("resampling");
 </script>

 <Row cols={3} class="p-2 g-2">
@@ -64,7 +67,7 @@
            id="lwvalue"
            name="value"
            aria-describedby="lineWidthHelp"
-            value={config.plotConfiguration_lineWidth}
+            value={config?.plotConfiguration_lineWidth}
            min="1"
          />
          <div id="lineWidthHelp" class="form-text">
@@ -111,7 +114,7 @@
            id="pprvalue"
            name="value"
            aria-describedby="plotsperrowHelp"
-            value={config.plotConfiguration_plotsPerRow}
+            value={config?.plotConfiguration_plotsPerRow}
            min="1"
          />
          <div id="plotsperrowHelp" class="form-text">
@@ -153,7 +156,7 @@
        <input type="hidden" name="key" value="plotConfiguration_colorBackground" />
        <div class="mb-3">
          <div>
-            {#if config.plotConfiguration_colorBackground}
+            {#if config?.plotConfiguration_colorBackground}
              <input type="radio" id="colb-true-checked" name="value" value="true" checked />
            {:else}
              <input type="radio" id="colb-true" name="value" value="true" />
@@ -161,7 +164,7 @@
            <label for="true">Yes</label>
          </div>
          <div>
-            {#if config.plotConfiguration_colorBackground}
+            {#if config?.plotConfiguration_colorBackground}
              <input type="radio" id="colb-false" name="value" value="false" />
            {:else}
              <input type="radio" id="colb-false-checked" name="value" value="false" checked />
@@ -219,4 +222,90 @@
      </form>
    </Card>
  </Col>
+
+  <!-- RESAMPLE POLICY -->
+  <Col>
+    <Card class="h-100">
+      <form
+        id="resample-policy-form"
+        method="post"
+        action="/frontend/configuration/"
+        class="card-body"
+        onsubmit={(e) => updateSetting(e, {
+          selector: "#resample-policy-form",
+          target: "rsp",
+        })}
+      >
+        <CardTitle
+          style="margin-bottom: 1em; display: flex; align-items: center;"
+        >
+          <div>Resample Policy</div>
+          {#if displayMessage && message.target == "rsp"}
+            <div style="margin-left: auto; font-size: 0.9em;">
+              <code style="color: {message.color};" out:fade>
+                Update: {message.msg}
+              </code>
+            </div>
+          {/if}
+        </CardTitle>
+        <input type="hidden" name="key" value="plotConfiguration_resamplePolicy" />
+        <div class="mb-3">
+          {#each [["", "Default"], ["low", "Low"], ["medium", "Medium"], ["high", "High"]] as [val, label]}
+            <div>
+              <input type="radio" id="rsp-{val || 'default'}" name="value" value={JSON.stringify(val)}
+                checked={(!config?.plotConfiguration_resamplePolicy && val === "") || config?.plotConfiguration_resamplePolicy === val} />
+              <label for="rsp-{val || 'default'}">{label}</label>
+            </div>
+          {/each}
+          <div id="resamplePolicyHelp" class="form-text">
+            Controls how many data points are shown in metric plots. Low = fast overview (~200 points), Medium = balanced (~500), High = maximum detail (~1000).
+          </div>
+        </div>
+        <Button color="primary" type="submit">Submit</Button>
+      </form>
+    </Card>
+  </Col>
+
+  <!-- RESAMPLE ALGORITHM -->
+  <Col>
+    <Card class="h-100">
+      <form
+        id="resample-algo-form"
+        method="post"
+        action="/frontend/configuration/"
+        class="card-body"
+        onsubmit={(e) => updateSetting(e, {
+          selector: "#resample-algo-form",
+          target: "rsa",
+        })}
+      >
+        <CardTitle
+          style="margin-bottom: 1em; display: flex; align-items: center;"
+        >
+          <div>Resample Algorithm</div>
+          {#if displayMessage && message.target == "rsa"}
+            <div style="margin-left: auto; font-size: 0.9em;">
+              <code style="color: {message.color};" out:fade>
+                Update: {message.msg}
+              </code>
+            </div>
+          {/if}
+        </CardTitle>
+        <input type="hidden" name="key" value="plotConfiguration_resampleAlgo" />
+        <div class="mb-3">
+          {#each [["", "Default"], ["lttb", "LTTB"], ["average", "Average"], ["simple", "Simple"]] as [val, label]}
+            <div>
+              <input type="radio" id="rsa-{val || 'default'}" name="value" value={JSON.stringify(val)}
+                checked={(!config?.plotConfiguration_resampleAlgo && val === "") || config?.plotConfiguration_resampleAlgo === val} />
+              <label for="rsa-{val || 'default'}">{label}</label>
+            </div>
+          {/each}
+          <div id="resampleAlgoHelp" class="form-text">
+            Algorithm used when downsampling time-series data. LTTB preserves visual shape, Average smooths data, Simple picks every Nth point.
+          </div>
+        </div>
+        <Button color="primary" type="submit">Submit</Button>
+      </form>
+    </Card>
+  </Col>
 </Row>
--- a/web/frontend/src/generic/joblist/JobListRow.svelte
+++ b/web/frontend/src/generic/joblist/JobListRow.svelte
@@ -84,7 +84,6 @@
  let thresholdStates = $state({});

  /* Derived */
-  const resampleDefault = $derived(resampleConfig ? Math.max(...resampleConfig.resolutions) : 0);
  const jobId = $derived(job.id);
  const scopes = $derived.by(() => {
    if (job.numNodes == 1) {
@@ -95,7 +94,9 @@
    };
  });

-  let selectedResolution = $derived(resampleDefault);
+  // null lets the backend resolve the resolution from the configured resample
+  // policy; zoom interactions override it with an explicit value.
+  let selectedResolution = $state(null);
  let isSelected = $derived(previousSelect);
  let metricsQuery = $derived(queryStore({
      client: client,
--- a/web/frontend/src/generic/plots/MetricPlot.svelte
+++ b/web/frontend/src/generic/plots/MetricPlot.svelte
@@ -73,9 +73,10 @@
  const subClusterTopology = $derived(getContext("getHardwareTopology")(cluster, subCluster));
  const metricConfig = $derived(getContext("getMetricConfig")(cluster, subCluster, metric));
  const usesMeanStatsSeries = $derived((statisticsSeries?.mean && statisticsSeries.mean.length != 0));
-  const resampleTrigger = $derived(resampleConfig?.trigger ? Number(resampleConfig.trigger) : null);
+  const resampleTrigger = $derived(resampleConfig?.trigger ? Number(resampleConfig.trigger) : (resampleConfig?.targetPoints ? Math.floor(resampleConfig.targetPoints / 4) : null));
  const resampleResolutions = $derived(resampleConfig?.resolutions ? [...resampleConfig.resolutions] : null);
  const resampleMinimum = $derived(resampleConfig?.resolutions ? Math.min(...resampleConfig.resolutions) : null);
+  const resampleTargetPoints = $derived(resampleConfig?.targetPoints ? Number(resampleConfig.targetPoints) : null);
  const useStatsSeries = $derived(!!statisticsSeries); // Display Stats Series By Default if Exists
  const thresholds = $derived(findJobAggregationThresholds(
    subClusterTopology,
@@ -515,24 +516,29 @@
            if (resampleConfig && !forNode && key === 'x') {
              const numX = (u.series[0].idxs[1] - u.series[0].idxs[0])
              if (numX <= resampleTrigger && timestep !== resampleMinimum) {
-                /* Get closest zoom level; prevents multiple iterative zoom requests for big zoom-steps (e.g. 600 -> 300 -> 120 -> 60) */
-                // Which resolution to theoretically request to achieve 30 or more visible data points:
-                const target = (numX * timestep) / resampleTrigger
-                // Which configured resolution actually matches the closest to theoretical target:
-                const closest = resampleResolutions.reduce(function(prev, curr) {
+                let newRes;
+                if (resampleTargetPoints && !resampleResolutions) {
+                  // Policy-based: compute resolution dynamically from visible window
+                  const visibleDuration = (u.scales.x.max - u.scales.x.min);
+                  const nativeTimestep = metricConfig?.timestep || timestep;
+                  newRes = Math.ceil(visibleDuration / resampleTargetPoints / nativeTimestep) * nativeTimestep;
+                  if (newRes < nativeTimestep) newRes = nativeTimestep;
+                } else if (resampleResolutions) {
+                  // Array-based: find closest configured resolution
+                  const target = (numX * timestep) / resampleTrigger;
+                  newRes = resampleResolutions.reduce(function(prev, curr) {
                    return (Math.abs(curr - target) < Math.abs(prev - target) ? curr : prev);
                  });
+                }
                // Prevents non-required dispatches
-                if (timestep !== closest) {
-                  // console.log('Dispatch: Zoom with Res from / to', timestep, closest)
+                if (newRes && timestep !== newRes) {
                  onZoom({
-                    newRes: closest,
+                    newRes: newRes,
                    lastZoomState: u?.scales,
                    lastThreshold: thresholds?.normal
                  });
                }
              } else {
-                // console.log('Dispatch: Zoom Update States')
                onZoom({
                  lastZoomState: u?.scales,
                  lastThreshold: thresholds?.normal
--- a/web/frontend/src/job/Metric.svelte
+++ b/web/frontend/src/job/Metric.svelte
@@ -44,7 +44,6 @@
  const client = getContextClient();
  const statsPattern = /(.*)-stat$/;
  const resampleConfig = getContext("resampling") || null;
-  const resampleDefault = resampleConfig ? Math.max(...resampleConfig.resolutions) : 0;
  const subQuery = gql`
    query ($dbid: ID!, $selectedMetrics: [String!]!, $selectedScopes: [MetricScope!]!, $selectedResolution: Int) {
      singleUpdate: jobMetrics(id: $dbid, metrics: $selectedMetrics, scopes: $selectedScopes, resolution: $selectedResolution) {
@@ -78,7 +77,9 @@
  `;

  /* State Init */
-  let selectedResolution = $state(resampleDefault);
+  // null lets the backend resolve the resolution from the configured resample
+  // policy; zoom interactions override it with an explicit value.
+  let selectedResolution = $state(null);
  let selectedHost = $state(null);
  let zoomState = $state(null);
  let thresholdState = $state(null);
--- a/web/web.go
+++ b/web/web.go
@@ -72,6 +72,8 @@ type PlotConfiguration struct {
 	PlotsPerRow     int      `json:"plots-per-row"`
 	LineWidth       int      `json:"line-width"`
 	ColorScheme     []string `json:"color-scheme"`
+	ResampleAlgo    string   `json:"resample-algo"`
+	ResamplePolicy  string   `json:"resample-policy"`
 }

 const (
@@ -170,6 +172,8 @@ func Init(rawConfig json.RawMessage) error {
 	UIDefaultsMap["plotConfiguration_plotsPerRow"] = UIDefaults.PlotConfiguration.PlotsPerRow
 	UIDefaultsMap["plotConfiguration_lineWidth"] = UIDefaults.PlotConfiguration.LineWidth
 	UIDefaultsMap["plotConfiguration_colorScheme"] = UIDefaults.PlotConfiguration.ColorScheme
+	UIDefaultsMap["plotConfiguration_resampleAlgo"] = UIDefaults.PlotConfiguration.ResampleAlgo
+	UIDefaultsMap["plotConfiguration_resamplePolicy"] = UIDefaults.PlotConfiguration.ResamplePolicy

 	for _, c := range UIDefaults.MetricConfig.Clusters {
 		if c.JobListMetrics != nil {
Author	SHA1	Message	Date
Jan Eitzinger	84841a7006	fix(deps): update Go dependencies Bump gqlgen, aws-sdk-go-v2, go-oidc, go-sqlite3, gqlparser, go-openapi, golang.org/x/* and other transitive dependencies to their latest patch and minor releases. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Entire-Checkpoint: 964ca6774882	2026-06-18 10:29:20 +02:00
Jan Eitzinger	6f1c36099b	fix(web): adapt metric plots to policy-based resample config The backend resample config changed from {trigger, resolutions[]} to a policy/targetPoints model, but several components still spread resampleConfig.resolutions, throwing "resolutions is not iterable" and breaking the job list render. Default the initial resolution to null (the backend resolves it from the configured policy; zoom overrides it) and drop the now-obsolete resolution selector and admin display fields. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Entire-Checkpoint: 27516ce259fd	2026-06-18 10:29:12 +02:00
Jan Eitzinger	d89f526eb2	feat(config): warn on unrecognized top-level config sections A setting nested at the wrong level (e.g. "resampling" placed next to "main" instead of inside it) was silently ignored. Emit a startup warning for any top-level config section not consumed by the backend so such misconfigurations surface instead of failing silently. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Entire-Checkpoint: 69d1b85c8db3	2026-06-18 10:28:59 +02:00
Jan Eitzinger	ffbe171327	Merge branch 'main' into feature/526-average-resample	2026-06-18 07:17:41 +02:00
Jan Eitzinger	5d8d4e228e	Merge branch 'main' into feature/526-average-resample	2026-06-17 06:30:54 +02:00
Jan Eitzinger	0c56591e4b	Adopt config to use policy based resampler configuration Entire-Checkpoint: 7536f551d548	2026-03-20 08:03:34 +01:00
Jan Eitzinger	0069c86e81	Replace explicit resampling config with policy based approach Entire-Checkpoint: f69e38210bb1	2026-03-20 05:34:12 +01:00
Jan Eitzinger	c0d2d65f96	Introduce average resampler support Fixes #526 Entire-Checkpoint: 893a1de325b5	2026-03-19 21:16:48 +01:00