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fix(azure-functions): fix span links and missing telemetry for non-HTTP triggers#9278

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BridgeAR merged 1 commit into
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kathie.huang/fix-non-http-triggered-azure-function-tracing
Jul 13, 2026
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fix(azure-functions): fix span links and missing telemetry for non-HTTP triggers#9278
BridgeAR merged 1 commit into
masterfrom
kathie.huang/fix-non-http-triggered-azure-function-tracing

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@kathiehuang

@kathiehuang kathiehuang commented Jul 9, 2026

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What does this PR do?

Fixes two bugs in packages/datadog-plugin-azure-functions/src/index.js affecting non-HTTP-triggered Azure Functions:

  1. Passes childOf: null on the startSpan call in bindStart's non-HTTP branch, so each invocation gets its own root span instead of possibly inheriting a stale ambient span.
  2. Defaults cardinality to 'one' in setSpanLinks when the trigger doesn't explicitly set it.

Motivation

Fix 1: TracingPlugin.startSpan seems to inherit the ambient active span from async-local-storage whenever childOf isn't explicitly passed. Without childOf: null, a non-HTTP trigger invocation in a warm Node.js process could silently become a child of whatever span was left over from unrelated earlier work — often an already-finished, already-ingested trace. A late-arriving child of a closed trace is effectively unreportable, so the invocation, its downstream calls, and its outbound sends produced zero telemetry even though they ran and completed correctly.

tracing.js notes that childOf:null should be passed for serverless spans without a distributed parent:

* Start a new span.
*
* Important: `childOf` can be `null` to indicate that the span is a root span.
* This is useful for plugins that need to start a span without a parent, such
* as the root span of a serverless function.
*
* @example
* const span = this.startSpan('my.span', {
* childOf: null,
* })
*

This bug was found when we noticed a service-bus-triggered Azure Function was not producing spans.

Fix 2: cardinality is an optional field on @azure/functions Service Bus and Event Hubs trigger options. setSpanLinks only added a span link when it read exactly 'one' or 'many' from ctx.invocationContext.options.trigger.cardinality. If an app never set cardinality, the value was undefined, matched neither branch, and the function returned having silently added no link — with no error or warning anywhere. This broke the connection back to the producing trace for any Service Bus/Event Hubs consumer that didn't explicitly configure cardinality.

https://datadoghq.atlassian.net/browse/SVLS-9426

Additional Notes

  • Added integration tests
    • Verified against pre-fix code: reverting the ?? 'one' default makes exactly the two new "unset cardinality" tests fail (0 !== 1 span links) while every other test stays green, confirming the tests isolate this gap specifically.
  24 passing (6m)
  2 failing
  1) esm
       with @azure/functions >=4 (4.0.0)
         default configuration
           propagates a single message through a queue with unset cardinality:
      AssertionError [ERR_ASSERTION]: Expected values to be strictly equal:
0 !== 1
      + expected - actual
      -0
      +1
      at Context.<anonymous> (packages/datadog-plugin-azure-functions/test/integration-test/servicebus-test/servicebus.spec.js:165:16)
      at process.processTicksAndRejections (node:internal/process/task_queues:105:5)
  2) esm
       with @azure/functions >=4 (4.16.1)
         default configuration
           propagates a single message through a queue with unset cardinality:
      AssertionError [ERR_ASSERTION]: Expected values to be strictly equal:
0 !== 1
      + expected - actual
      -0
      +1
      at Context.<anonymous> (packages/datadog-plugin-azure-functions/test/integration-test/servicebus-test/servicebus.spec.js:165:16)
      at process.processTicksAndRejections (node:internal/process/task_queues:105:5)

We also tested a dev version of the Node.js tracer with a sample distributed app and saw both issues resolve with this fix. This service-bus-trigged Azure Function processKitchenQueue did not have a span until the childOf fix.

Note: There might be frontend effects as a result of this change - we noticed that a trace without the span link fix had the service bus icon in Datadog UI but was missing it with the fix.

@dd-octo-sts

dd-octo-sts Bot commented Jul 9, 2026

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Overall package size

Self size: 6.71 MB
Deduped: 7.37 MB
No deduping: 7.37 MB

Dependency sizes | name | version | self size | total size | |------|---------|-----------|------------| | import-in-the-middle | 3.3.1 | 122.62 kB | 438.86 kB | | opentracing | 0.14.7 | 194.81 kB | 194.81 kB | | dc-polyfill | 0.1.11 | 25.74 kB | 25.74 kB |

🤖 This report was automatically generated by heaviest-objects-in-the-universe

@datadog-datadog-prod-us1

datadog-datadog-prod-us1 Bot commented Jul 9, 2026

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Tests

🎉 All green!

🧪 All tests passed
❄️ No new flaky tests detected

🎯 Code Coverage (details)
Patch Coverage: 100.00%
Overall Coverage: 96.55% (-0.00%)

This comment will be updated automatically if new data arrives.
🔗 Commit SHA: 3fa504f | Docs | Datadog PR Page | Give us feedback!

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Pull request overview

Fixes two tracing gaps in the Azure Functions plugin so non-HTTP triggers reliably produce telemetry and preserve upstream context via span links.

Changes:

  • Force non-HTTP trigger invocations to start a root span (childOf: null) to avoid inheriting a stale ambient span.
  • Default Service Bus/Event Hubs trigger cardinality to 'one' when unset so span links are still created.
  • Add/extend integration tests and emulator fixtures to cover “unset cardinality” scenarios for Service Bus and Event Hubs.

Reviewed changes

Copilot reviewed 7 out of 7 changed files in this pull request and generated no comments.

Show a summary per file
File Description
packages/datadog-plugin-azure-functions/src/index.js Ensures non-HTTP invocations create root spans and span links work when cardinality is omitted.
packages/datadog-plugin-azure-functions/test/integration-test/servicebus-test/servicebus.spec.js Adds an integration test asserting span links are present when Service Bus cardinality is unset.
packages/datadog-plugin-azure-functions/test/integration-test/servicebus-test/server.mjs Adds a new queue sender/HTTP endpoint and a Service Bus queue trigger without cardinality.
packages/datadog-plugin-azure-functions/test/integration-test/eventhubs-test/eventhubs.spec.js Adds an integration test asserting span links are present when Event Hubs cardinality is unset.
packages/datadog-plugin-azure-functions/test/integration-test/eventhubs-test/server.mjs Adds a new HTTP producer endpoint and Event Hubs trigger without cardinality.
packages/datadog-plugin-azure-functions/test/fixtures/servicebus-emulator-config.json Adds queue.3 to the Service Bus emulator fixture for the new test.
packages/datadog-plugin-azure-functions/test/fixtures/eventhub-emulator-config.json Adds eh3 (+ consumer group) to the Event Hubs emulator fixture for the new test.

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@codecov

codecov Bot commented Jul 9, 2026

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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 96.56%. Comparing base (e87096c) to head (11a2a4f).
⚠️ Report is 21 commits behind head on master.

Additional details and impacted files
@@            Coverage Diff             @@
##           master    #9278      +/-   ##
==========================================
+ Coverage   96.52%   96.56%   +0.04%     
==========================================
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  Lines      119287   121522    +2235     
  Branches    20647    20959     +312     
==========================================
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- Misses       4149     4170      +21     
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@kathiehuang

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Codex Review: Didn't find any major issues. Keep it up!

Reviewed commit: 11a2a4fa27

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@kathiehuang
kathiehuang marked this pull request as ready for review July 9, 2026 18:31
@kathiehuang
kathiehuang requested a review from a team as a code owner July 9, 2026 18:31
@kathiehuang
kathiehuang requested review from jcstorms1 and wconti27 and removed request for a team July 9, 2026 18:31
@jcstorms1

jcstorms1 commented Jul 9, 2026

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I think we should break this PR into two separate fixes. Fix 2 looks great, but fix 1 is confusing to me. There are a significant amount of places that do not set childOf when a span is started and it is unclear why this particular case requires it to be set to null. Are you able to clarify why it is required for this example?

@wconti27

wconti27 commented Jul 9, 2026

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I think we should break this PR into two separate fixes. Fix 2 looks great, but fix 1 is confusing to me. There are a significant amount of places that do not set childOf when a span is started and it is unclear why this particular case requires it to be set to null. Are you able to clarify why it is required for this example?

@jcstorms1 I think Fix 1 is fine, since in the case of a serverless function invocation, if the request doesnt have any distributed parent, then the serverless span should be the root span. As opposed to other integrations, where the span is a legitimate child span if another active span exists. Will let @BridgeAR or @rochdev chime in on this.

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After digging into this a bit more I found the following example which points to this exact fix. We probably need to go through all of our integrations and check we do this properly.

* Start a new span.
*
* Important: `childOf` can be `null` to indicate that the span is a root span.
* This is useful for plugins that need to start a span without a parent, such
* as the root span of a serverless function.
*
* @example
* const span = this.startSpan('my.span', {
* childOf: null,
* })
*

Looks good to me @kathiehuang thanks for handling these fixes.

@kathiehuang

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@jcstorms1 @wconti27 Thank you for the review! I'll update the PR description with the reference to the example/comment from tracing.js

@kathiehuang
kathiehuang force-pushed the kathie.huang/fix-non-http-triggered-azure-function-tracing branch from 11a2a4f to 3fa504f Compare July 13, 2026 17:53
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pr-commenter Bot commented Jul 13, 2026

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Benchmarks

Benchmark execution time: 2026-07-13 18:06:22

Comparing candidate commit 3fa504f in PR branch kathie.huang/fix-non-http-triggered-azure-function-tracing with baseline commit 5eeb77f in branch master.

📊 Benchmarking dashboard

Found 0 performance improvements and 0 performance regressions! Performance is the same for 2310 metrics, 48 unstable metrics.

Explanation

This is an A/B test comparing a candidate commit's performance against that of a baseline commit. Performance changes are noted in the tables below as:

  • 🟩 = significantly better candidate vs. baseline
  • 🟥 = significantly worse candidate vs. baseline

We compute a confidence interval (CI) over the relative difference of means between metrics from the candidate and baseline commits, considering the baseline as the reference.

If the CI is entirely outside the configured SIGNIFICANT_IMPACT_THRESHOLD (or the deprecated UNCONFIDENCE_THRESHOLD), the change is considered significant.

Feel free to reach out to #apm-benchmarking-platform on Slack if you have any questions.

More details about the CI and significant changes

You can imagine this CI as a range of values that is likely to contain the true difference of means between the candidate and baseline commits.

CIs of the difference of means are often centered around 0%, because often changes are not that big:

---------------------------------(------|---^--------)-------------------------------->
                              -0.6%    0%  0.3%     +1.2%
                                 |          |        |
         lower bound of the CI --'          |        |
sample mean (center of the CI) -------------'        |
         upper bound of the CI ----------------------'

As described above, a change is considered significant if the CI is entirely outside the configured SIGNIFICANT_IMPACT_THRESHOLD (or the deprecated UNCONFIDENCE_THRESHOLD).

For instance, for an execution time metric, this confidence interval indicates a significantly worse performance:

----------------------------------------|---------|---(---------^---------)---------->
                                       0%        1%  1.3%      2.2%      3.1%
                                                  |   |         |         |
       significant impact threshold --------------'   |         |         |
                      lower bound of CI --------------'         |         |
       sample mean (center of the CI) --------------------------'         |
                      upper bound of CI ----------------------------------'

Unstable benchmarks

These benchmarks have a confidence interval too wide to call a change; treat them as noise rather than signal.

scenario:appsec-appsec-enabled-24

  • unstable execution_time [-197.116ms; +143.155ms] or [-7.523%; +5.464%]

scenario:appsec-appsec-enabled-26

  • unstable execution_time [-234774.821µs; +236716.021µs] or [-9.185%; +9.260%]

scenario:appsec-appsec-enabled-with-attacks-24

  • unstable execution_time [-160.784ms; +155.862ms] or [-5.218%; +5.059%]

scenario:appsec-appsec-enabled-with-attacks-26

  • unstable execution_time [-191.039ms; +194.757ms] or [-6.590%; +6.719%]

scenario:appsec-control-20

  • unstable execution_time [-131.193ms; +122.957ms] or [-7.912%; +7.415%]

scenario:appsec-control-24

  • unstable execution_time [-114.374ms; +92.800ms] or [-9.359%; +7.594%]

scenario:appsec-control-26

  • unstable execution_time [-123.988ms; +130.895ms] or [-10.012%; +10.570%]

scenario:appsec-iast-no-vulnerability-iast-enabled-always-active-20

  • unstable execution_time [-11.182ms; +15.081ms] or [-4.350%; +5.866%]

scenario:appsec-iast-no-vulnerability-iast-enabled-default-config-20

  • unstable execution_time [-15.360ms; +23.887ms] or [-5.885%; +9.152%]

scenario:appsec-iast-with-vulnerability-iast-enabled-default-config-20

  • unstable execution_time [-26.023ms; +30.101ms] or [-4.761%; +5.507%]

scenario:debugger-line-probe-with-snapshot-default-24

  • unstable cpu_user_time [-2242.212ms; +2704.033ms] or [-24.332%; +29.343%]
  • unstable execution_time [-2301.628ms; +2732.309ms] or [-23.176%; +27.512%]
  • unstable instructions [-14.0G instructions; +25.7G instructions] or [-19.576%; +35.944%]
  • unstable max_rss_usage [-10944.121KB; +11650.521KB] or [-6.849%; +7.291%]
  • unstable throughput [-726.466op/s; +532.630op/s] or [-21.592%; +15.831%]

scenario:debugger-line-probe-with-snapshot-default-26

  • unstable cpu_user_time [-1783.979ms; +609.614ms] or [-18.998%; +6.492%]
  • unstable execution_time [-1784.256ms; +620.898ms] or [-17.605%; +6.126%]
  • unstable instructions [-16.0G instructions; +5.3G instructions] or [-20.519%; +6.776%]
  • unstable throughput [-142.532op/s; +388.216op/s] or [-4.405%; +11.997%]

scenario:debugger-line-probe-with-snapshot-minimal-24

  • unstable cpu_user_time [-1736.534ms; +550.432ms] or [-20.365%; +6.455%]
  • unstable execution_time [-1744.647ms; +567.960ms] or [-18.857%; +6.139%]
  • unstable instructions [-16.8G instructions; +4.9G instructions] or [-24.037%; +6.953%]
  • unstable throughput [-170.289op/s; +482.335op/s] or [-4.794%; +13.579%]

scenario:debugger-line-probe-with-snapshot-minimal-26

  • unstable cpu_user_time [-2051.934ms; +3345.399ms] or [-21.941%; +35.771%]
  • unstable execution_time [-2048.764ms; +3351.559ms] or [-20.332%; +33.260%]
  • unstable instructions [-18.1G instructions; +29.6G instructions] or [-23.258%; +37.999%]
  • unstable max_rss_usage [-6.666MB; +10.588MB] or [-4.198%; +6.669%]
  • unstable throughput [-735.603op/s; +440.825op/s] or [-22.569%; +13.525%]

scenario:debugger-line-probe-without-snapshot-24

  • unstable cpu_user_time [-1522.932ms; +490.720ms] or [-18.307%; +5.899%]
  • unstable execution_time [-1532.298ms; +478.578ms] or [-16.978%; +5.303%]
  • unstable instructions [-12.7G instructions; +4.3G instructions] or [-18.740%; +6.261%]
  • unstable throughput [-147.397op/s; +458.646op/s] or [-4.067%; +12.655%]

scenario:debugger-line-probe-without-snapshot-26

  • unstable cpu_user_time [-1838.802ms; +590.899ms] or [-19.632%; +6.309%]
  • unstable execution_time [-1915.297ms; +655.410ms] or [-18.997%; +6.501%]
  • unstable instructions [-16.1G instructions; +5.2G instructions] or [-20.614%; +6.676%]
  • unstable throughput [-144.810op/s; +406.527op/s] or [-4.438%; +12.459%]

scenario:dogstatsd-with-tags-20

  • unstable cpu_user_time [-340.747ms; +344.780ms] or [-6.895%; +6.976%]
  • unstable execution_time [-341065.401µs; +342604.567µs] or [-6.798%; +6.828%]
  • unstable throughput [-119333.094op/s; +116249.429op/s] or [-7.130%; +6.946%]

scenario:id-parse-64bit-20

  • unstable execution_time [-89.227ms; +170.390ms] or [-3.484%; +6.653%]

scenario:plugin-claude-agent-sdk-compact-stream-scan-24

  • unstable cpu_usage_percentage [-6.927%; +5.845%]

scenario:plugin-claude-agent-sdk-compact-stream-scan-26

  • unstable cpu_usage_percentage [-6.527%; +3.680%]

scenario:plugin-graphql-long-with-depth-on-max-20

  • unstable cpu_user_time [-741.382ms; +713.166ms] or [-5.783%; +5.563%]
  • unstable execution_time [-747.220ms; +719.363ms] or [-5.704%; +5.491%]
  • unstable throughput [-3.324op/s; +3.457op/s] or [-5.410%; +5.626%]

scenario:plugin-mongodb-core-binary-hash-20

  • unstable execution_time [-121.971ms; +197.259ms] or [-3.988%; +6.450%]

scenario:plugin-pg-service-24

  • unstable execution_time [-121.461ms; +74.888ms] or [-7.117%; +4.388%]

scenario:test-optimization-large-suite-20

  • unstable max_rss_usage [-4501.318KB; +6086.652KB] or [-5.610%; +7.586%]

@BridgeAR
BridgeAR merged commit c5562b7 into master Jul 13, 2026
655 of 656 checks passed
@BridgeAR
BridgeAR deleted the kathie.huang/fix-non-http-triggered-azure-function-tracing branch July 13, 2026 18:35
dd-octo-sts Bot pushed a commit that referenced this pull request Jul 14, 2026
@dd-octo-sts dd-octo-sts Bot mentioned this pull request Jul 14, 2026
dd-octo-sts Bot pushed a commit that referenced this pull request Jul 14, 2026
This was referenced Jul 14, 2026
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5 participants