Add Tracing Spans to Clojure Code

This skill helps you add OpenTelemetry (OTel) tracing spans to the Metabase backend codebase using the custom tracing/with-span macro.

Reference Files

• src/metabase/tracing/core.clj - with-span macro, group registry, SDK lifecycle, best-effort-sanitize-sql, Pyroscope integration
• src/metabase/task/impl.clj - defjob macro that wraps Quartz jobs with root spans
• .clj-kondo/config/modules/config.edn - Module boundary configuration

Module Architecture

The tracing module has a deliberately minimal API surface. Only 2 namespaces are public (listed in :api in the module config):

Namespace	Role	Status
tracing.core	Primary API: with-span, groups, SDK lifecycle, Pyroscope, MDC, best-effort-sanitize-sql	Public API
tracing.init	Side-effect loader for quartz and settings	Public API (init convention)
tracing.attributes	best-effort-sanitize-sql implementation (re-exported via tracing.core)	Internal
tracing.settings	Setting definitions (MB_TRACING_* env vars)	Internal
tracing.quartz	Quartz JDBC proxy + JobListener	Internal

Rules:

• Only require [metabase.tracing.core :as tracing] from outside the module. tracing/best-effort-sanitize-sql and all other public functions are available from this single namespace.
• Do not add new API namespaces. Add new public functions to tracing.core instead.
• Do not require internal namespaces (tracing.attributes, tracing.settings, tracing.quartz) from outside the module.
• :uses :any on the core module does NOT bypass the target module's :api check — internal namespaces are still enforced.

Cyclic Dependency Avoidance

tracing/core.clj is required by many modules across the codebase. It must NOT compile-time require tracing.settings, as this creates transitive cyclic load dependencies (e.g., settings/core -> tracing/settings -> tracing/core -> events/impl -> events/core).

Instead, tracing/core.clj uses requiring-resolve for settings access:

;; CORRECT — lazy runtime resolution, no compile-time dependency
((requiring-resolve 'metabase.tracing.settings/tracing-enabled))

;; WRONG — creates cyclic load dependency
(require '[metabase.tracing.settings :as settings])
(settings/tracing-enabled)

External library namespaces (clj-otel API, SDK, exporters) are safe to require normally — they don't participate in Metabase namespace cycles.

Important: requiring-resolve must use literal quoted symbols. Kondo hooks validate that required-namespaces are all simple symbols, so dynamic construction fails:

;; CORRECT — literal quoted symbol
(requiring-resolve 'metabase.tracing.settings/tracing-endpoint)

;; WRONG — kondo hook rejects this: "Assert failed: (every? simple-symbol? required-namespaces)"
(requiring-resolve (symbol "metabase.tracing.settings" "tracing-endpoint"))

Quick Checklist

When adding tracing spans:

• Module has tracing in its :uses set in .clj-kondo/config/modules/config.edn
• Added [metabase.tracing.core :as tracing] to ns requires (alphabetically sorted)
• Span wraps a meaningful I/O boundary (not pure computation)
• Group matches the domain (check src/metabase/tracing/core.clj for registered groups; add a new one if none fit)
• Span name follows dot-notation convention ("domain.subsystem.operation")
• Attributes use namespaced keywords (:search/query-length, :db/id)
• No sensitive data in attributes (use best-effort-sanitize-sql for HoneySQL, never raw SQL)
• No new tracing namespaces created (add to tracing.core instead)
• No DO_NOT_ADD_NEW_FILES_HERE.txt violations in the target directory
• Run clj-kondo --lint <files> to verify 0 errors, 0 warnings
• Add or update tests in the corresponding test/ path (see Testing section below)
• Run tests: clojure -X:dev:test :only <test-ns>

The with-span Macro

(tracing/with-span group span-name attrs & body)

• group - A keyword selecting which trace group this span belongs to (e.g., :tasks, :sync)
• span-name - A string identifying the span in traces (e.g., "search.execute")
• attrs - A map of span attributes (e.g., {:db/id 42})
• body - The code to execute inside the span

When disabled: zero overhead -- single atom deref + boolean check, body runs directly. When enabled: creates OTel span AND injects trace_id/span_id into Log4j2 MDC for log-to-trace correlation.

Trace Groups

Groups are registered in src/metabase/tracing/core.clj. Check that file for the current list. The general rule: match the group to the domain, not the call site. If code runs inside a Quartz job but is logically search work, use :search, not :tasks.

To add a new group:

;; In src/metabase/tracing/core.clj
(register-group! :my-domain "Description of what this covers")

Users enable groups via MB_TRACING_GROUPS=tasks,search,sync (comma-separated, or "all").

Naming Conventions

Span Names

Use dot-separated hierarchical names: "domain.subsystem.operation". The domain prefix should match the group name:

search.execute              -- `:search` group
sync.fingerprint.table      -- `:sync` group
task.session-cleanup.delete -- `:tasks` group
db-app.collection-items     -- `:db-app` group

Attributes

Use namespaced keywords. The namespace groups related attributes:

:db/id              -- Database ID (integer)
:db/engine          -- Database engine name (string)
:db/statement       -- Sanitized SQL (string, via best-effort-sanitize-sql)
:search/engine      -- Search engine name (string)
:search/query-length -- Query string length (integer)
:sync/table         -- Table name (string)
:sync/step          -- Sync step name (string)
:task/name          -- Task name (string)
:http/method        -- HTTP method (string)
:http/url           -- Request URL (string)

Invent new namespaced attributes as needed (e.g., :pulse/id, :transform/count). Keep values as primitives (strings, numbers, booleans) -- no maps or collections.

Step-by-Step: Adding a Span

1. Check module boundaries

Look up the module for your namespace in .clj-kondo/config/modules/config.edn. If tracing is not in the module's :uses set, add it (keep alphabetically sorted):

my-module
{:team "MyTeam"
 :uses #{analytics config tracing util}}

2. Add the require

(ns metabase.my-module.thing
  (:require
   [metabase.tracing.core :as tracing]
   [metabase.util :as u]))

best-effort-sanitize-sql is available from tracing.core — no additional require needed.

3. Identify the I/O boundary

Only wrap code at meaningful I/O boundaries:

DO trace:

• External API calls (embedding APIs, metabot, webhooks)
• Database queries (both app DB and user DB)
• Network requests (HTTP calls to external services)
• Heavy batch processing (batch indexing, batch embedding)
• Top-level orchestration functions that coordinate multiple sub-operations

DO NOT trace:

• Pure computation (sorting, filtering, mapping)
• Simple single-row lookups (t2/select-one :model/Setting :key k)
• Every function in a call chain (only boundaries matter)
• Trivial operations (string formatting, hash calculations)

4. Wrap with with-span

;; Simple span (no attributes needed)
(tracing/with-span :search "search.init-index" {}
  (do-expensive-thing))

;; Span with static attributes
(tracing/with-span :sync "sync.fingerprint.table"
                   {:db/id (:db_id table)
                    :sync/table (:name table)}
  (fingerprint-fields! table fields))

;; Span with computed attributes
(tracing/with-span :search "search.execute"
                   {:search/engine       (name (:search-engine ctx))
                    :search/query-length (count (:search-string ctx))}
  (search.engine/results ctx))

;; Span with sanitized SQL (for dynamic HoneySQL queries)
(let [hsql {:delete-from [(t2/table-name :model/Session)]
            :where [:< :created_at oldest-allowed]}]
  (tracing/with-span :tasks "task.session-cleanup.delete"
                     {:db/statement (tracing/best-effort-sanitize-sql hsql)}
    (t2/query-one hsql)))

;; Sub-spans breaking a function into I/O phases
(let [embedding (tracing/with-span :search "search.semantic.embedding"
                                   {:search.semantic/provider (:provider model)}
                  (get-embedding model search-string))
      results   (tracing/with-span :search "search.semantic.db-query" {}
                  (into [] xform reducible))]
  (process results))

;; Per-item iteration spans
(doseq [e (search.engine/active-engines)]
  (tracing/with-span :search "search.ingestion.update" {:search/engine (name e)}
    (search.engine/update! e batch)))

5. Add tests

Create or update tests in the corresponding test/ path. Follow the patterns in existing tracing tests:

• Reference tests: test/metabase/tracing/quartz_test.clj, test/metabase/server/middleware/trace_test.clj
• Use tracing/init-enabled-groups! / tracing/shutdown-groups! with try/finally to manage group lifecycle
• Test both enabled and disabled paths (verify zero overhead when group is off)
• Use reify mocks for Java interfaces (Connection, PreparedStatement, JobListener, etc.)
• Add (set! *warn-on-reflection* true) and type-hint proxy/reify calls to avoid reflection warnings

(deftest my-span-enabled-test
  (testing "when group is enabled, span is created"
    (try
      (tracing/init-enabled-groups! "my-group" "INFO")
      ;; ... test that span behavior occurs ...
      (finally
        (tracing/shutdown-groups!)))))

(deftest my-span-disabled-test
  (testing "when group is disabled, code runs without tracing"
    (tracing/shutdown-groups!)
    ;; ... test that code still works, no wrapping applied ...
    ))

6. Lint and run tests

# Lint modified source and test files — expect 0 errors, 0 warnings
clj-kondo --lint path/to/modified/file.clj path/to/test/file.clj

# Run tests (requires Java 21+)
  clojure -X:dev:test :only my-ns.test-ns

Expect: all tests pass, 0 failures, 0 errors, no reflection warnings from your files.

Sanitizing SQL for Attributes

When including SQL in span attributes, always use tracing/best-effort-sanitize-sql. This converts HoneySQL maps to parameterized SQL strings where values become ? placeholders -- no data leaks.

(let [hsql {:delete-from [:core_session]
            :where [:< :created_at some-timestamp]}]
  (tracing/with-span :tasks "task.cleanup.delete"
                     {:db/statement (tracing/best-effort-sanitize-sql hsql)}
    (t2/query-one hsql)))
;; Trace attribute: db/statement = "DELETE FROM core_session WHERE created_at < ?"

Rules:

• Never put raw SQL strings or user-provided values in attributes
• Use best-effort-sanitize-sql only for app DB (HoneySQL) queries
• For external/user DB queries, trace only timing and counts, not SQL content

Defjob and Root Spans

The defjob macro in metabase.task.impl automatically wraps every Quartz job with a :tasks root span:

(task/defjob ^{DisallowConcurrentExecution true} SessionCleanup [_]
  (cleanup-sessions!))
;; Automatically creates span: "task.SessionCleanup" {:task/name "SessionCleanup"}

You do NOT need a root span inside defjob bodies. Add child spans for I/O inside the job.

For code on plain Threads (not Quartz), add the root span manually:

(defn init! []
  (tracing/with-span :search "search.task.init" {}
    (search/init-index!)))

What NOT to Do

Span Usage Mistakes

;; WRONG - pure computation, no I/O
(tracing/with-span :search "search.format-results" {}
  (map format-result results))

;; WRONG - trivial single-row lookup
(tracing/with-span :db-app "db-app.get-setting" {}
  (t2/select-one :model/Setting :key "my-setting"))

;; WRONG - raw SQL in attributes (data leak)
(tracing/with-span :tasks "task.cleanup" {:db/statement raw-sql-string}
  (execute! raw-sql-string))

;; WRONG - wrong group (search work should use :search, not :tasks)
(tracing/with-span :tasks "search.execute" {} ...)

;; WRONG - redundant nesting (do-search already has a span)
(tracing/with-span :search "search.process" {}
  (let [results (do-search ctx)]
    (tracing/with-span :search "search.format" {}
      (format-results results))))

Architecture Mistakes

;; WRONG - creating a new tracing namespace
(ns metabase.tracing.my-feature ...)

;; WRONG - requiring internal tracing namespaces from outside the module
(ns metabase.my-module.thing
  (:require [metabase.tracing.attributes :as trace-attrs]      ;; internal!
            [metabase.tracing.settings :as tracing.settings]   ;; internal!
            [metabase.tracing.quartz :as tracing.quartz]))     ;; internal!

;; WRONG - adding compile-time requires to tracing/core.clj for settings or SDK
;; This creates cyclic load dependencies because tracing/core is widely required
(ns metabase.tracing.core
  (:require [metabase.tracing.settings :as settings]))  ;; causes cycle!

;; WRONG - dynamic symbol construction with requiring-resolve (kondo rejects it)
(requiring-resolve (symbol "metabase.tracing.settings" "tracing-enabled"))

Configuration

All settings are env-var-only (defined in src/metabase/tracing/settings.clj):

# Core
MB_TRACING_ENABLED=true              # Enable tracing (default: false)
MB_TRACING_ENDPOINT=host:4317        # OTLP collector endpoint (default: http://localhost:4317)
MB_TRACING_GROUPS=tasks,search,sync  # Comma-separated groups or "all" (default: all)
MB_TRACING_SERVICE_NAME=metabase     # Service name in traces (default: hostname)
MB_TRACING_LOG_LEVEL=DEBUG           # Log threshold for traced threads: TRACE/DEBUG/INFO (default: INFO)

# Batch span processor tuning
MB_TRACING_MAX_QUEUE_SIZE=2048       # Max spans queued for export; drops when full (default: 2048)
MB_TRACING_EXPORT_TIMEOUT_MS=10000   # Max wait for batch export to complete (default: 10000)
MB_TRACING_SCHEDULE_DELAY_MS=5000    # Delay between consecutive batch exports (default: 5000)