add vm_default_access_claim

Allow skipping "vm_access" claim validation in order to use claims match based routing. Previously, that required to
modify the token and add an artificial "vm_access: {}" value which is inconvinient.

app/vmauth/example_config.yml

@@ -140,6 +140,18 @@ users:
   - "ProjectID: {{.MetricsProjectID}}"
   url_prefix: "http://vminsert:8480/insert/prometheus"
 
+# JWT-based routing that relies solely on custom claims.
+# The `vm_access` claim is missing, default value will be used.
+# e.g. {"role": "admin"}.
+- name: jwt-custom-claims
+  jwt:
+    skip_verify: true
+    vm_default_access_claim:
+        metrics_account_id: 1
+    match_claims:
+      role: admin
+  url_prefix: "http://vmselect-admin:8481/select/0/prometheus"
+
 # Requests without Authorization header are proxied according to `unauthorized_user` section.
 # Requests are proxied in round-robin fashion between `url_prefix` backends.
 # The deny_partial_response query arg is added to all the proxied requests.

app/vmauth/jwt.go

@@ -65,6 +65,8 @@ type JWTConfig struct {
 	MatchClaims       map[string]string `yaml:"match_claims,omitempty"`
 	parsedMatchClaims []*jwt.Claim
 
+	DefaultVMAccessClaim *jwt.VMAccessClaim `yaml:"default_vm_access_claim,omitempty"`
+
 	// verifierPool is used to verify JWT tokens.
 	// It is initialized from PublicKeys and/or PublicKeyFiles.
 	// In this case, it is initialized once at config reload and never updated until next reload
@@ -432,7 +434,6 @@ func validateJWTPlaceholdersForURL(up *URLPrefix, isAllowed bool) error {
 			}
 			if strings.Contains(p, placeholderPrefix) {
 				return fmt.Errorf("invalid placeholder found in URL request path: %q, supported values are: %s", bu.Path, strings.Join(allPlaceholders, ", "))
-
 			}
 		}
 		for param, values := range bu.Query() {
@@ -487,7 +488,6 @@ func hasAnyPlaceholders(u *url.URL) bool {
 				return true
 			}
 		}
-
 	}
 	return false
 }

app/vmauth/main.go

@@ -190,6 +190,10 @@ func requestHandler(w http.ResponseWriter, r *http.Request) bool {
 		if tkn == nil {
 			logger.Panicf("BUG: unexpected nil jwt token for user %q", ui.name())
 		}
+		if !tkn.HasVMAccessClaim() && ui.JWT.DefaultVMAccessClaim == nil {
+			http.Error(w, "Unauthorized", http.StatusUnauthorized)
+			return true
+		}
 		defer putToken(tkn)
 		processUserRequest(w, r, ui, tkn)
 		return true
@@ -424,8 +428,12 @@ func processRequest(w http.ResponseWriter, r *http.Request, ui *UserInfo, tkn *j
 		}
 		targetURL := bu.url
 		if tkn != nil {
+			vmac := tkn.VMAccess()
+			if !tkn.HasVMAccessClaim() {
+				vmac = ui.JWT.DefaultVMAccessClaim
+			}
 			// for security reasons allow templating only for configured url values and headers
-			targetURL, hc = replaceJWTPlaceholders(bu, hc, tkn.VMAccess())
+			targetURL, hc = replaceJWTPlaceholders(bu, hc, vmac)
 		}
 		if isDefault {
 			// Don't change path and add request_path query param for default route.

app/vmauth/main_test.go

@@ -739,6 +739,12 @@ users:
 		"vm_access": map[string]any{},
 	}, false)
 
+	// token without vm_access claim, but with a custom claim usable for routing
+	roleToken := genToken(t, map[string]any{
+		"exp":  time.Now().Add(10 * time.Minute).Unix(),
+		"role": "admin",
+	}, true)
+
 	fullToken := genToken(t, map[string]any{
 		"exp": time.Now().Add(10 * time.Minute).Unix(),
 		"vm_access": map[string]any{
@@ -779,6 +785,26 @@ statusCode=401
 Unauthorized`
 	f(simpleCfgStr, request, responseExpected)
 
+	// token without vm_access claim is accepted when it
+	request = httptest.NewRequest(`GET`, "http://some-host.com/abc", nil)
+	request.Header.Set(`Authorization`, `Bearer `+roleToken)
+	responseExpected = `
+statusCode=200
+path: /foo/abc
+query:
+headers:`
+	f(fmt.Sprintf(`
+users:
+- jwt:
+    public_keys:
+    - %q
+    default_vm_access_claim:
+      metrics_account_id: 10
+      metrics_project_id: 10
+    match_claims:
+      role: admin
+  url_prefix: {BACKEND}/foo`, string(publicKeyPEM)), request, responseExpected)
+
 	// expired token
 	request = httptest.NewRequest(`GET`, "http://some-host.com/abc", nil)
 	request.Header.Set(`Authorization`, `Bearer `+expiredToken)

docs/anomaly-detection/CHANGELOG.md

@@ -17,11 +17,11 @@ Please find the changelog for VictoriaMetrics Anomaly Detection below.
 ## v1.29.7
 Released: 2026-06-25
 
-- UI: updated [vmanomaly UI](https://docs.victoriametrics.com/anomaly-detection/ui/) from [v1.7.1](https://docs.victoriametrics.com/anomaly-detection/ui/#v171) to [v1.7.2](https://docs.victoriametrics.com/anomaly-detection/ui/#v172), see respective [release notes](https://docs.victoriametrics.com/anomaly-detection/ui/#v172) for details.
+- UI: updated [vmanomaly UI](https://docs.victoriametrics.com/anomaly-detection/ui/) from [v1.7.1](https://docs.victoriametrics.com/anomaly-detection/ui/#v171) to [v1.7.2](https://docs.victoriametrics.com/anomaly-detection/ui/#v172), see respective [release notes](https://docs.victoriametrics.com/anomaly-detection/ui/#v172) for details. Notable mentions include `api/v1/server/model` endpoint for accessing production models config and queries from UI, manually or through [AI assistant](https://docs.victoriametrics.com/anomaly-detection/ui/#ai-assistance).
 
 - IMPROVEMENT: Increased high-cardinality inference scaling by optionally scattering periodic infer jobs to reduce contention on shared resources (e.g. datasource, CPU, RAM) when `settings.n_workers > 1` and `scheduler.infer_every` is smaller than the total time to fetch and process all queries. This is controlled by new `scatter_infer_jobs` boolean argument of [Periodic Scheduler](https://docs.victoriametrics.com/anomaly-detection/components/scheduler/#parameters-1) (default: `false`).
 
-- IMPROVEMENT: Optimized internal batching for reader post-fetch series processing, exposing reader processing queue depth, and clarifying inference skip logs after data fetch timeouts.
+- IMPROVEMENT: Optimized internal batching for reader post-fetch series processing, exposing reader processing queue depth (`vmanomaly_reader_processing_tasks_queued` [metric](https://docs.victoriametrics.com/anomaly-detection/components/monitoring/#reader-behaviour-metrics)), and clarifying inference skip logs after data fetch timeouts. See `series_processing_batch_size` argument of [VmReader](https://docs.victoriametrics.com/anomaly-detection/components/reader/#vm-reader) and [VLogsReader](https://docs.victoriametrics.com/anomaly-detection/components/reader/#victorialogs-reader) for details.
 
 - IMPROVEMENT: Refined `VmReader` and `VLogsReader` logging after datasource request failures by suppressing the follow-up generic "No data" or "No unseen data" warning for failed fetches. Failed requests now keep the original datasource error while empty successful responses still emit the no-data warning.
 

docs/anomaly-detection/components/reader.md

@@ -893,6 +893,19 @@ If a path to a CA bundle file (like `ca.crt`), it will verify the certificate us
 (Optional) Password for authentication. If set, it will be used to authenticate the request.
             </td>
         </tr>
+        <tr>
+            <td>
+
+<span style="white-space: nowrap;">`series_processing_batch_size`</span>
+            </td>
+            <td>
+
+`8`
+            </td>
+            <td>
+Optional argument {{% available_from "v1.29.7" anomaly %}}, allows specifying the number of time series to process together while preparing data for fit or infer stages. Defaults to `8`. Suggested values are 4-16 for high-cardinality queries.
+            </td>
+        </tr>
     </tbody>
 </table>
 
@@ -911,6 +924,7 @@ reader:
   # tenant_id: '0:0'  # for cluster version only
   sampling_period: '1m'
   max_points_per_query: 10000
+  series_processing_batch_size: 8
   data_range: [0, 'inf']  # reader-level
   offset: '0s'  # reader-level
   timeout: '30s'

docs/victoriametrics/vmauth.md

@@ -270,7 +270,7 @@ users:
   url_prefix: "http://victoria-metrics:8428/"
 ```
 
-JWT tokens must contain a `"vm_access": {}` claim, more on that in [JWT claim-based request templating](https://docs.victoriametrics.com/victoriametrics/vmauth/#jwt-claim-based-request-templating)
+The `vm_access` claim is optional starting from {{% available_from "#" %}}: when present it is used for [request templating](https://docs.victoriametrics.com/victoriametrics/vmauth/#jwt-claim-based-request-templating), and when absent the default tenant `0:0` is assumed for any `vm_access`-based placeholders. Routing can rely solely on other token claims via [JWT claim matching](https://docs.victoriametrics.com/victoriametrics/vmauth/#jwt-claim-matching).
 
 For testing, skip signature verification with `skip_verify: true` (not recommended for production).
 
@@ -520,7 +520,8 @@ for dynamic URL rewriting based on `vm_access` claim fields.
 
 `vmauth` can dynamically rewrite{{% available_from "v1.137.0" %}} upstream URLs and request headers using values from the JWT `vm_access` claim. 
 This enables routing different users to different backends or tenants based solely on the JWT token, 
-without maintaining separate user configs per tenant.
+without maintaining separate user configs per tenant. In addition `vm_access` claim could be defined at `jwt` section with `default_vm_access_claim` {{% available_from "#" %}}.
+In this case, if JWT token doesn't have `vm_access` claim defined, value from `default_vm_access_claim` will be used for templaing.
 
 Example: minimal valid JWT. If vm_access is empty, tenant `0:0` is assumed and no additional filters are applied.
 ```json
@@ -575,6 +576,28 @@ Placeholders are supported in the following locations:
 Placeholders are **not** supported in response headers. 
 They are also only valid for JWT-authenticated users — using them in configs for `username`/`password` or `bearer_token` users causes a configuration error.
 
+Example: default `vm_access` claim:
+
+```yaml
+users:
+- jwt:
+    default_vm_access_claim:
+      metrics_account_id: 10
+      metrics_project_id: 10
+      metrics_extra_filters:
+      - '{instance="sandbox"}'
+      metrics_extra_labels:
+      - team=dev
+      - env=dev
+    public_keys:
+    - |
+      -----BEGIN PUBLIC KEY-----
+      MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA...
+      -----END PUBLIC KEY-----
+  url_prefix: "http://vminsert:8480/insert/{{.MetricsAccountID}}:{{.MetricsProjectID}}/prometheus/?extra_filters={{.MetricsExtraFilters}}&extra_label={{.MetricsExtraLabels}}"
+```
+
+
 Example: route requests to the VictoriaMetrics single-node:
 
 ```yaml

lib/jwt/jwt.go

@@ -105,6 +105,10 @@ type body struct {
 	Scope         string `json:"scope,omitempty"`
 	vmAccessClaim VMAccessClaim
 
+	// hasVMAccess is set to true when the token body contains a `vm_access` claim.
+	// Presence enforcement is left to the caller via Token.HasVMAccess.
+	hasVMAccess bool
+
 	buf []byte
 	p   *fastjson.Parser
 
@@ -121,7 +125,6 @@ type body struct {
 }
 
 func (b *body) parse(src string) error {
-
 	var err error
 	b.buf, err = decodeB64(b.buf[:0], src)
 	if err != nil {
@@ -132,6 +135,9 @@ func (b *body) parse(src string) error {
 	if err != nil {
 		return err
 	}
+	if jv.Type() != fastjson.TypeObject {
+		return fmt.Errorf("unexpected non json object; type: %q", jv.Type())
+	}
 	if expObject := jv.Get("exp"); expObject != nil {
 		b.Exp, err = expObject.Int64()
 		if err != nil {
@@ -153,30 +159,31 @@ func (b *body) parse(src string) error {
 	}
 
 	vaObject := jv.Get("vm_access")
-	if vaObject == nil {
-		return ErrVMAccessFieldMissing
-	}
-	// some IDPs encode custom claims as a string
-	// try parsing as an object and fallback to a string
-	switch vaObject.Type() {
-	case fastjson.TypeObject:
-		if err := b.vmAccessClaim.parseFrom(vaObject); err != nil {
-			return err
-		}
-	case fastjson.TypeString:
-		b.claimsParser = parserPool.Get()
-		va, err := b.claimsParser.ParseBytes(vaObject.GetStringBytes())
-		if err != nil {
-			return fmt.Errorf("cannot parse `vm_access` string json: %w", err)
-		}
-		if err := b.vmAccessClaim.parseFrom(va); err != nil {
-			return fmt.Errorf("cannot parse `vm_access` values from string json: %w", err)
-		}
-		b.vmAccessClaimObject = va
-	case fastjson.TypeNull:
-		return ErrVMAccessFieldMissing
+	switch {
+	case vaObject == nil || vaObject.Type() == fastjson.TypeNull:
+		b.hasVMAccess = false
 	default:
-		return fmt.Errorf("unexpected type for `vm_access` field; got: %q, want object {}", vaObject.Type())
+		// some IDPs encode custom claims as a string
+		// try parsing as an object and fallback to a string
+		switch vaObject.Type() {
+		case fastjson.TypeObject:
+			if err := b.vmAccessClaim.parseFrom(vaObject); err != nil {
+				return err
+			}
+		case fastjson.TypeString:
+			b.claimsParser = parserPool.Get()
+			va, err := b.claimsParser.ParseBytes(vaObject.GetStringBytes())
+			if err != nil {
+				return fmt.Errorf("cannot parse `vm_access` string json: %w", err)
+			}
+			if err := b.vmAccessClaim.parseFrom(va); err != nil {
+				return fmt.Errorf("cannot parse `vm_access` values from string json: %w", err)
+			}
+			b.vmAccessClaimObject = va
+		default:
+			return fmt.Errorf("unexpected type for `vm_access` field; got: %q, want object {}", vaObject.Type())
+		}
+		b.hasVMAccess = true
 	}
 	b.Jti = bytesutil.ToUnsafeString(jv.GetStringBytes("jti"))
 
@@ -218,6 +225,7 @@ func (b *body) reset() {
 	b.buf = b.buf[:0]
 	b.allClaims = nil
 	b.vmAccessClaim.reset()
+	b.hasVMAccess = false
 	if b.p != nil {
 		parserPool.Put(b.p)
 		b.p = nil
@@ -229,11 +237,9 @@ func (b *body) reset() {
 	if b.vmAccessClaimObject != nil {
 		b.vmAccessClaimObject = nil
 	}
-
 }
 
 // Parse parses JWT token from given source string
-//
 // Token field is valid until src is reachable
 func (t *Token) Parse(src string, enforceAuthPrefix bool) error {
 	if enforceAuthPrefix && (len(src) < len(prefix) || !strings.EqualFold(src[:len(prefix)], prefix)) {
@@ -268,6 +274,11 @@ func (t *Token) Parse(src string, enforceAuthPrefix bool) error {
 	return nil
 }
 
+// HasVMAccessClaim reports whether the parsed token contains a `vm_access` claim.
+func (t *Token) HasVMAccessClaim() bool {
+	return t.body.hasVMAccess
+}
+
 // Issuer returns `iss` claim value from token body
 func (t *Token) Issuer() string {
 	return t.body.Iss
@@ -371,30 +382,30 @@ func (t *Token) Reset() {
 
 // VMAccessClaim represent JWT claim object
 type VMAccessClaim struct {
-	MetricsExtraFilters    []string `json:"metrics_extra_filters,omitempty"`
-	MetricsExtraLabels     []string `json:"metrics_extra_labels,omitempty"`
-	LogsExtraFilters       []string `json:"logs_extra_filters,omitempty"`
-	LogsExtraStreamFilters []string `json:"logs_extra_stream_filters,omitempty"`
+	MetricsExtraFilters    []string `json:"metrics_extra_filters,omitempty" yaml:"metrics_extra_filters,omitempty"`
+	MetricsExtraLabels     []string `json:"metrics_extra_labels,omitempty" yaml:"metrics_extra_labels,omitempty"`
+	LogsExtraFilters       []string `json:"logs_extra_filters,omitempty" yaml:"logs_extra_filters,omitempty"`
+	LogsExtraStreamFilters []string `json:"logs_extra_stream_filters,omitempty" yaml:"logs_extra_stream_filters,omitempty"`
 
-	MetricsAccountID uint32 `json:"metrics_account_id,omitempty"`
-	MetricsProjectID uint32 `json:"metrics_project_id,omitempty"`
+	MetricsAccountID uint32 `json:"metrics_account_id,omitempty" yaml:"metrics_account_id,omitempty"`
+	MetricsProjectID uint32 `json:"metrics_project_id,omitempty" yaml:"metrics_project_id,omitempty"`
 
-	LogsAccountID uint32 `json:"logs_account_id,omitempty"`
-	LogsProjectID uint32 `json:"logs_project_id,omitempty"`
+	LogsAccountID uint32 `json:"logs_account_id,omitempty" yaml:"logs_account_id,omitempty"`
+	LogsProjectID uint32 `json:"logs_project_id,omitempty" yaml:"logs_project_id,omitempty"`
 
 	// Properties below are deprecated and retained only for compatibility with vmgateway, which is itself deprecated.
 
 	// promql filters applied to each select query
 	// Deprecated
-	ExtraFilters []string `json:"extra_filters,omitempty"`
+	ExtraFilters []string `json:"extra_filters,omitempty" yaml:"-"`
 	// Deprecated
-	Tenant TenantID `json:"tenant_id"`
+	Tenant TenantID `json:"tenant_id" yaml:"-"`
 	// role can be denied as 1 = read, 2 = write, 3 = read and write
 	// 0 = unconfigured - read and write
 	// Deprecated
-	Mode int `json:"mode,omitempty"`
+	Mode int `json:"mode,omitempty" yaml:"-"`
 	// Deprecated
-	Labels []string `json:"extra_labels,omitempty"`
+	Labels []string `json:"extra_labels,omitempty" yaml:"-"`
 	// labelsBuf holds allocated memory for Labels
 	// Deprecated
 	labelsBuf []byte
@@ -425,7 +436,6 @@ func (vac *VMAccessClaim) reset() {
 }
 
 func (vac *VMAccessClaim) parseFrom(jv *fastjson.Value) error {
-
 	if err := vac.Tenant.parseFrom(jv); err != nil {
 		return err
 	}
@@ -569,6 +579,9 @@ func NewToken(auth string, enforceAuthPrefix bool) (*Token, error) {
 	if err := t.parse(jwt[0], jwt[1], jwt[2]); err != nil {
 		return nil, err
 	}
+	if !t.body.hasVMAccess {
+		return nil, ErrVMAccessFieldMissing
+	}
 	return &t, nil
 }
 

lib/jwt/jwt_test.go

@@ -168,17 +168,10 @@ func TestParseJWTBody_Failure(t *testing.T) {
 		true,
 	)
 
-	// invalid body type json
+	// non-object body type
 	f(
 		`[]`,
-		"missing `vm_access` claim",
-		true,
-	)
-
-	// missing vm_access claim
-	f(
-		`{}`,
-		"missing `vm_access` claim",
+		`unexpected non json object; type: "array"`,
 		true,
 	)
 
@@ -189,13 +182,6 @@ func TestParseJWTBody_Failure(t *testing.T) {
 		true,
 	)
 
-	// vm_access claim null
-	f(
-		`{"vm_access": null}`,
-		"missing `vm_access` claim",
-		true,
-	)
-
 	// invalid vm_access: account_id type mismatch
 	f(
 		`{"vm_access": {"tenant_id": {"account_id": "1", "project_id": 5}}}`,
@@ -555,6 +541,33 @@ func TestParseJWTBody_Success(t *testing.T) {
 	)
 }
 
+func TestParseJWTBody_VMAccessPresence(t *testing.T) {
+	f := func(data string, wantHasVMAccess bool) {
+		t.Helper()
+
+		encodedLen := base64.RawURLEncoding.EncodedLen(len(data))
+		encoded := make([]byte, encodedLen)
+		base64.RawURLEncoding.Encode(encoded, []byte(data))
+
+		var b body
+		if err := b.parse(string(encoded)); err != nil {
+			t.Fatalf("unexpected error: %s", err)
+		}
+		if b.hasVMAccess != wantHasVMAccess {
+			t.Fatalf("unexpected hasVMAccess; got %v; want %v", b.hasVMAccess, wantHasVMAccess)
+		}
+	}
+
+	// vm_access claim is present
+	f(`{"vm_access": {}}`, true)
+	f(`{"vm_access": {"metrics_account_id": 1}}`, true)
+
+	// vm_access claim is absent or null - parsing must succeed with hasVMAccess=false
+	f(`{}`, false)
+	f(`{"vm_access": null}`, false)
+	f(`{"role": "admin"}`, false)
+}
+
 func TestNewTokenFromRequest_Failure(t *testing.T) {
 	f := func(r *http.Request) {
 		t.Helper()
@@ -866,7 +879,6 @@ func TestNewTokenFromRequest_Success(t *testing.T) {
 }
 
 func TestTokenMatchClaims(t *testing.T) {
-
 	/*
 		{
 		  "iss": "https://login.microsoftonline.com/-6691-4868-a77b-1b0f9bbe5f43/v2.0",