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chore(ai_guard): add support for multimodal prompts#15939

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malvarez/ai-guard-multimodal
Jan 13, 2026
Merged

chore(ai_guard): add support for multimodal prompts#15939
avara1986 merged 3 commits into
mainfrom
malvarez/ai-guard-multimodal

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@manuel-alvarez-alvarez

@manuel-alvarez-alvarez manuel-alvarez-alvarez commented Jan 8, 2026 •
edited by smola
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Description

  • Adds support for multimodal prompts in the AI Guard API.
  • This is done via content parts, mimicking the Chat Completion API.

Testing

Risks

Additional Notes

@manuel-alvarez-alvarez manuel-alvarez-alvarez added the changelog/no-changelog A changelog entry is not required for this PR. label Jan 8, 2026
@manuel-alvarez-alvarez manuel-alvarez-alvarez requested a review from a team as a code owner January 8, 2026 14:26
@manuel-alvarez-alvarez manuel-alvarez-alvarez added the ASM Application Security Monitoring label Jan 8, 2026
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cit-pr-commenter Bot commented Jan 8, 2026

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Codeowners resolved as

ddtrace/appsec/ai_guard/__init__.py                                     @DataDog/asm-python
ddtrace/appsec/ai_guard/_api_client.py                                  @DataDog/asm-python
tests/appsec/ai_guard/api/test_api_client.py                            @DataDog/asm-python

@manuel-alvarez-alvarez manuel-alvarez-alvarez force-pushed the malvarez/ai-guard-multimodal branch from b02ff15 to f208cd9 Compare January 8, 2026 14:29
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pr-commenter Bot commented Jan 8, 2026 •
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Performance SLOs

Comparing candidate malvarez/ai-guard-multimodal (89be681) with baseline main (f81b2d1)

📈 Performance Regressions (2 suites)
📈 iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 504.561µs (SLO: <700.000µs 📉 -27.9%) vs baseline: 📈 +19.0%

Memory: ✅ 42.349MB (SLO: <43.500MB -2.6%) vs baseline: +5.0%

✅ ospathbasename_noaspect

Time: ✅ 426.577µs (SLO: <700.000µs 📉 -39.1%) vs baseline: -1.4%

Memory: ✅ 42.389MB (SLO: <43.500MB -2.6%) vs baseline: +4.7%

✅ ospathjoin_aspect

Time: ✅ 623.262µs (SLO: <700.000µs 📉 -11.0%) vs baseline: -0.4%

Memory: ✅ 42.330MB (SLO: <43.500MB -2.7%) vs baseline: +5.0%

✅ ospathjoin_noaspect

Time: ✅ 626.779µs (SLO: <700.000µs 📉 -10.5%) vs baseline: -0.5%

Memory: ✅ 42.251MB (SLO: <43.500MB -2.9%) vs baseline: +4.5%

✅ ospathnormcase_aspect

Time: ✅ 351.033µs (SLO: <700.000µs 📉 -49.9%) vs baseline: -1.1%

Memory: ✅ 42.428MB (SLO: <43.500MB -2.5%) vs baseline: +5.1%

✅ ospathnormcase_noaspect

Time: ✅ 352.804µs (SLO: <700.000µs 📉 -49.6%) vs baseline: -2.0%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.8%

✅ ospathsplit_aspect

Time: ✅ 484.949µs (SLO: <700.000µs 📉 -30.7%) vs baseline: -1.0%

Memory: ✅ 42.487MB (SLO: <43.500MB -2.3%) vs baseline: +5.1%

✅ ospathsplit_noaspect

Time: ✅ 492.574µs (SLO: <700.000µs 📉 -29.6%) vs baseline: -1.3%

Memory: ✅ 42.428MB (SLO: <43.500MB -2.5%) vs baseline: +5.0%

✅ ospathsplitdrive_aspect

Time: ✅ 369.535µs (SLO: <700.000µs 📉 -47.2%) vs baseline: -1.7%

Memory: ✅ 42.271MB (SLO: <43.500MB -2.8%) vs baseline: +4.7%

✅ ospathsplitdrive_noaspect

Time: ✅ 73.328µs (SLO: <700.000µs 📉 -89.5%) vs baseline: +0.4%

Memory: ✅ 42.389MB (SLO: <43.500MB -2.6%) vs baseline: +5.0%

✅ ospathsplitext_aspect

Time: ✅ 455.425µs (SLO: <700.000µs 📉 -34.9%) vs baseline: -1.2%

Memory: ✅ 42.271MB (SLO: <43.500MB -2.8%) vs baseline: +4.7%

✅ ospathsplitext_noaspect

Time: ✅ 460.799µs (SLO: <700.000µs 📉 -34.2%) vs baseline: -0.7%

Memory: ✅ 42.408MB (SLO: <43.500MB -2.5%) vs baseline: +5.2%

📈 telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 3.387µs (SLO: <20.000µs 📉 -83.1%) vs baseline: 📈 +13.1%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.2%

✅ 1-count-metrics-100-times

Time: ✅ 200.228µs (SLO: <220.000µs -9.0%) vs baseline: -0.3%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ 1-distribution-metric-1-times

Time: ✅ 3.348µs (SLO: <20.000µs 📉 -83.3%) vs baseline: +0.4%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.9%

✅ 1-distribution-metrics-100-times

Time: ✅ 214.697µs (SLO: <230.000µs -6.7%) vs baseline: +0.1%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.0%

✅ 1-gauge-metric-1-times

Time: ✅ 2.214µs (SLO: <20.000µs 📉 -88.9%) vs baseline: -0.4%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ 1-gauge-metrics-100-times

Time: ✅ 138.190µs (SLO: <150.000µs -7.9%) vs baseline: -0.5%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.1%

✅ 1-rate-metric-1-times

Time: ✅ 3.164µs (SLO: <20.000µs 📉 -84.2%) vs baseline: +0.3%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ 1-rate-metrics-100-times

Time: ✅ 213.298µs (SLO: <250.000µs 📉 -14.7%) vs baseline: +0.2%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.2%

✅ 100-count-metrics-100-times

Time: ✅ 20.150ms (SLO: <22.000ms -8.4%) vs baseline: -0.3%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.4%

✅ 100-distribution-metrics-100-times

Time: ✅ 2.215ms (SLO: <2.550ms 📉 -13.1%) vs baseline: -0.9%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.3%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.428ms (SLO: <1.550ms -7.9%) vs baseline: +0.4%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ 100-rate-metrics-100-times

Time: ✅ 2.198ms (SLO: <2.550ms 📉 -13.8%) vs baseline: -0.5%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.1%

✅ flush-1-metric

Time: ✅ 4.519µs (SLO: <20.000µs 📉 -77.4%) vs baseline: -0.1%

Memory: ✅ 35.252MB (SLO: <35.500MB 🟡 -0.7%) vs baseline: +5.0%

✅ flush-100-metrics

Time: ✅ 173.573µs (SLO: <250.000µs 📉 -30.6%) vs baseline: -0.2%

Memory: ✅ 35.311MB (SLO: <35.500MB 🟡 -0.5%) vs baseline: +5.0%

✅ flush-1000-metrics

Time: ✅ 2.183ms (SLO: <2.500ms 📉 -12.7%) vs baseline: +0.2%

Memory: ✅ 36.176MB (SLO: <36.500MB 🟡 -0.9%) vs baseline: +5.3%

🟡 Near SLO Breach (16 suites)
🟡 coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.242µs (SLO: <20.000µs 📉 -33.8%) vs baseline: +0.3%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +4.7%

✅ context_with_data_no_listeners

Time: ✅ 3.243µs (SLO: <10.000µs 📉 -67.6%) vs baseline: -0.2%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.2%

✅ get_item_exists

Time: ✅ 0.581µs (SLO: <10.000µs 📉 -94.2%) vs baseline: ~same

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ get_item_missing

Time: ✅ 0.635µs (SLO: <10.000µs 📉 -93.6%) vs baseline: +0.9%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ set_item

Time: ✅ 24.397µs (SLO: <30.000µs 📉 -18.7%) vs baseline: +1.6%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 19.589ms (SLO: <22.300ms 📉 -12.2%) vs baseline: ~same

Memory: ✅ 68.164MB (SLO: <70.500MB -3.3%) vs baseline: +4.7%

✅ exception-replay-enabled

Time: ✅ 1.368ms (SLO: <1.450ms -5.6%) vs baseline: +0.1%

Memory: ✅ 66.323MB (SLO: <67.500MB 🟡 -1.7%) vs baseline: +4.7%

✅ iast

Time: ✅ 19.512ms (SLO: <22.250ms 📉 -12.3%) vs baseline: ~same

Memory: ✅ 68.223MB (SLO: <70.000MB -2.5%) vs baseline: +4.6%

✅ profiler

Time: ✅ 15.291ms (SLO: <16.550ms -7.6%) vs baseline: +0.1%

Memory: ✅ 56.405MB (SLO: <57.500MB 🟡 -1.9%) vs baseline: +4.6%

✅ resource-renaming

Time: ✅ 19.474ms (SLO: <21.750ms 📉 -10.5%) vs baseline: -0.5%

Memory: ✅ 68.203MB (SLO: <70.500MB -3.3%) vs baseline: +4.6%

✅ span-code-origin

Time: ✅ 19.886ms (SLO: <28.200ms 📉 -29.5%) vs baseline: +0.6%

Memory: ✅ 68.152MB (SLO: <71.000MB -4.0%) vs baseline: +4.6%

✅ tracer

Time: ✅ 19.555ms (SLO: <21.750ms 📉 -10.1%) vs baseline: ~same

Memory: ✅ 68.184MB (SLO: <70.000MB -2.6%) vs baseline: +4.5%

✅ tracer-and-profiler

Time: ✅ 21.602ms (SLO: <23.500ms -8.1%) vs baseline: ~same

Memory: ✅ 69.912MB (SLO: <71.000MB 🟡 -1.5%) vs baseline: +5.0%

✅ tracer-dont-create-db-spans

Time: ✅ 19.540ms (SLO: <21.500ms -9.1%) vs baseline: -0.8%

Memory: ✅ 68.203MB (SLO: <70.000MB -2.6%) vs baseline: +4.6%

✅ tracer-minimal

Time: ✅ 16.755ms (SLO: <17.500ms -4.3%) vs baseline: -0.3%

Memory: ✅ 68.144MB (SLO: <70.000MB -2.7%) vs baseline: +4.7%

✅ tracer-native

Time: ✅ 19.553ms (SLO: <21.750ms 📉 -10.1%) vs baseline: +0.9%

Memory: ✅ 68.164MB (SLO: <72.500MB -6.0%) vs baseline: +4.6%

✅ tracer-no-caches

Time: ✅ 17.928ms (SLO: <19.650ms -8.8%) vs baseline: -0.1%

Memory: ✅ 68.223MB (SLO: <70.000MB -2.5%) vs baseline: +4.6%

✅ tracer-no-databases

Time: ✅ 19.477ms (SLO: <20.100ms -3.1%) vs baseline: ~same

Memory: ✅ 67.928MB (SLO: <70.000MB -3.0%) vs baseline: +4.4%

✅ tracer-no-middleware

Time: ✅ 19.229ms (SLO: <21.500ms 📉 -10.6%) vs baseline: -0.3%

Memory: ✅ 68.184MB (SLO: <70.000MB -2.6%) vs baseline: +4.6%

✅ tracer-no-templates

Time: ✅ 19.341ms (SLO: <22.000ms 📉 -12.1%) vs baseline: +0.5%

Memory: ✅ 68.241MB (SLO: <70.500MB -3.2%) vs baseline: +4.7%

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 16.356ms (SLO: <19.850ms 📉 -17.6%) vs baseline: +0.2%

Memory: ✅ 69.771MB (SLO: <70.000MB 🟡 -0.3%) vs baseline: +4.7%

✅ errortracking-enabled-user

Time: ✅ 16.376ms (SLO: <19.400ms 📉 -15.6%) vs baseline: +0.6%

Memory: ✅ 69.808MB (SLO: <70.000MB 🟡 -0.3%) vs baseline: +4.8%

✅ tracer-enabled

Time: ✅ 16.338ms (SLO: <19.450ms 📉 -16.0%) vs baseline: +0.5%

Memory: ✅ 69.749MB (SLO: <70.000MB 🟡 -0.4%) vs baseline: +4.8%

🟡 errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.072ms (SLO: <2.300ms -9.9%) vs baseline: +0.3%

Memory: ✅ 55.738MB (SLO: <56.500MB 🟡 -1.3%) vs baseline: +4.6%

✅ errortracking-enabled-user

Time: ✅ 2.077ms (SLO: <2.250ms -7.7%) vs baseline: ~same

Memory: ✅ 55.778MB (SLO: <56.500MB 🟡 -1.3%) vs baseline: +4.6%

✅ tracer-enabled

Time: ✅ 2.065ms (SLO: <2.300ms 📉 -10.2%) vs baseline: +0.1%

Memory: ✅ 55.738MB (SLO: <56.500MB 🟡 -1.3%) vs baseline: +4.5%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 3.369ms (SLO: <4.750ms 📉 -29.1%) vs baseline: -0.2%

Memory: ✅ 55.732MB (SLO: <66.500MB 📉 -16.2%) vs baseline: +4.6%

✅ appsec-post

Time: ✅ 2.857ms (SLO: <6.750ms 📉 -57.7%) vs baseline: +0.2%

Memory: ✅ 55.752MB (SLO: <66.500MB 📉 -16.2%) vs baseline: +4.7%

✅ appsec-telemetry

Time: ✅ 3.406ms (SLO: <4.750ms 📉 -28.3%) vs baseline: +1.0%

Memory: ✅ 55.752MB (SLO: <66.500MB 📉 -16.2%) vs baseline: +4.7%

✅ debugger

Time: ✅ 1.870ms (SLO: <2.000ms -6.5%) vs baseline: +0.2%

Memory: ✅ 47.807MB (SLO: <49.500MB -3.4%) vs baseline: +4.8%

✅ iast-get

Time: ✅ 1.863ms (SLO: <2.000ms -6.8%) vs baseline: +0.1%

Memory: ✅ 44.781MB (SLO: <49.000MB -8.6%) vs baseline: +4.7%

✅ profiler

Time: ✅ 1.899ms (SLO: <2.100ms -9.6%) vs baseline: ~same

Memory: ✅ 48.688MB (SLO: <50.000MB -2.6%) vs baseline: +4.8%

✅ resource-renaming

Time: ✅ 3.345ms (SLO: <3.650ms -8.3%) vs baseline: -0.3%

Memory: ✅ 55.692MB (SLO: <56.000MB 🟡 -0.6%) vs baseline: +4.6%

✅ tracer

Time: ✅ 3.367ms (SLO: <3.650ms -7.8%) vs baseline: +0.2%

Memory: ✅ 55.710MB (SLO: <56.500MB 🟡 -1.4%) vs baseline: +4.6%

✅ tracer-native

Time: ✅ 3.370ms (SLO: <3.650ms -7.7%) vs baseline: +0.2%

Memory: ✅ 55.734MB (SLO: <60.000MB -7.1%) vs baseline: +4.7%

🟡 flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 2.060ms (SLO: <4.200ms 📉 -51.0%) vs baseline: ~same

Memory: ✅ 55.778MB (SLO: <66.000MB 📉 -15.5%) vs baseline: +4.7%

✅ iast-enabled

Time: ✅ 2.071ms (SLO: <2.800ms 📉 -26.1%) vs baseline: +0.1%

Memory: ✅ 55.797MB (SLO: <62.500MB 📉 -10.7%) vs baseline: +4.6%

✅ tracer-enabled

Time: ✅ 2.055ms (SLO: <2.250ms -8.7%) vs baseline: -0.1%

Memory: ✅ 55.778MB (SLO: <56.500MB 🟡 -1.3%) vs baseline: +4.7%

🟡 httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 81.412µs (SLO: <100.000µs 📉 -18.6%) vs baseline: ~same

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ b3_headers

Time: ✅ 14.375µs (SLO: <20.000µs 📉 -28.1%) vs baseline: -0.9%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.0%

✅ b3_single_headers

Time: ✅ 13.401µs (SLO: <20.000µs 📉 -33.0%) vs baseline: -0.7%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 64.058µs (SLO: <80.000µs 📉 -19.9%) vs baseline: -0.2%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.3%

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 69.602µs (SLO: <80.000µs 📉 -13.0%) vs baseline: +5.1%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.0%

✅ empty_headers

Time: ✅ 1.613µs (SLO: <10.000µs 📉 -83.9%) vs baseline: +1.1%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +4.9%

✅ full_t_id_datadog_headers

Time: ✅ 22.819µs (SLO: <30.000µs 📉 -23.9%) vs baseline: ~same

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.6%

✅ invalid_priority_header

Time: ✅ 6.516µs (SLO: <10.000µs 📉 -34.8%) vs baseline: +0.3%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.8%

✅ invalid_span_id_header

Time: ✅ 6.475µs (SLO: <10.000µs 📉 -35.2%) vs baseline: +0.1%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +4.9%

✅ invalid_tags_header

Time: ✅ 6.476µs (SLO: <10.000µs 📉 -35.2%) vs baseline: -0.8%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.0%

✅ invalid_trace_id_header

Time: ✅ 6.530µs (SLO: <10.000µs 📉 -34.7%) vs baseline: +0.1%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.8%

✅ large_header_no_matches

Time: ✅ 27.612µs (SLO: <30.000µs -8.0%) vs baseline: ~same

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.3%

✅ large_valid_headers_all

Time: ✅ 28.617µs (SLO: <40.000µs 📉 -28.5%) vs baseline: ~same

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.0%

✅ medium_header_no_matches

Time: ✅ 9.808µs (SLO: <20.000µs 📉 -51.0%) vs baseline: -0.2%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +5.2%

✅ medium_valid_headers_all

Time: ✅ 11.231µs (SLO: <20.000µs 📉 -43.8%) vs baseline: +0.3%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +4.7%

✅ none_propagation_style

Time: ✅ 1.703µs (SLO: <10.000µs 📉 -83.0%) vs baseline: +0.2%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ tracecontext_headers

Time: ✅ 34.757µs (SLO: <40.000µs 📉 -13.1%) vs baseline: -0.8%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.3%

✅ valid_headers_all

Time: ✅ 6.505µs (SLO: <10.000µs 📉 -35.0%) vs baseline: +0.2%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.2%

✅ valid_headers_basic

Time: ✅ 6.046µs (SLO: <10.000µs 📉 -39.5%) vs baseline: -0.5%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.2%

✅ wsgi_empty_headers

Time: ✅ 1.584µs (SLO: <10.000µs 📉 -84.2%) vs baseline: -1.2%

Memory: ✅ 35.134MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +5.2%

✅ wsgi_invalid_priority_header

Time: ✅ 6.549µs (SLO: <10.000µs 📉 -34.5%) vs baseline: -0.1%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.2%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.590µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.9%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +5.2%

✅ wsgi_invalid_tags_header

Time: ✅ 6.550µs (SLO: <10.000µs 📉 -34.5%) vs baseline: -0.6%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.702µs (SLO: <10.000µs 📉 -33.0%) vs baseline: +1.8%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.2%

✅ wsgi_large_header_no_matches

Time: ✅ 28.754µs (SLO: <40.000µs 📉 -28.1%) vs baseline: +0.1%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +5.5%

✅ wsgi_large_valid_headers_all

Time: ✅ 29.886µs (SLO: <40.000µs 📉 -25.3%) vs baseline: +0.3%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.0%

✅ wsgi_medium_header_no_matches

Time: ✅ 10.257µs (SLO: <20.000µs 📉 -48.7%) vs baseline: +0.4%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.1%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.720µs (SLO: <20.000µs 📉 -41.4%) vs baseline: +0.2%

Memory: ✅ 35.134MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +5.4%

✅ wsgi_valid_headers_all

Time: ✅ 6.523µs (SLO: <10.000µs 📉 -34.8%) vs baseline: -0.6%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.0%

✅ wsgi_valid_headers_basic

Time: ✅ 6.139µs (SLO: <10.000µs 📉 -38.6%) vs baseline: +1.5%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

🟡 httppropagationinject - 16/16

✅ ids_only

Time: ✅ 22.037µs (SLO: <30.000µs 📉 -26.5%) vs baseline: +5.8%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +5.4%

✅ with_all

Time: ✅ 27.682µs (SLO: <40.000µs 📉 -30.8%) vs baseline: -1.1%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +4.9%

✅ with_dd_origin

Time: ✅ 24.609µs (SLO: <30.000µs 📉 -18.0%) vs baseline: ~same

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ with_priority_and_origin

Time: ✅ 24.114µs (SLO: <40.000µs 📉 -39.7%) vs baseline: +0.9%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +5.2%

✅ with_sampling_priority

Time: ✅ 20.813µs (SLO: <30.000µs 📉 -30.6%) vs baseline: -0.3%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +5.6%

✅ with_tags

Time: ✅ 25.848µs (SLO: <40.000µs 📉 -35.4%) vs baseline: -0.4%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.0%

✅ with_tags_invalid

Time: ✅ 27.437µs (SLO: <40.000µs 📉 -31.4%) vs baseline: ~same

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.9%

✅ with_tags_max_size

Time: ✅ 26.361µs (SLO: <40.000µs 📉 -34.1%) vs baseline: ~same

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.8%

🟡 iastaspects - 118/118

✅ add_aspect

Time: ✅ 104.310µs (SLO: <130.000µs 📉 -19.8%) vs baseline: +3.2%

Memory: ✅ 42.605MB (SLO: <43.250MB 🟡 -1.5%) vs baseline: +4.9%

✅ add_inplace_aspect

Time: ✅ 100.666µs (SLO: <130.000µs 📉 -22.6%) vs baseline: ~same

Memory: ✅ 42.703MB (SLO: <43.250MB 🟡 -1.3%) vs baseline: +5.1%

✅ add_inplace_noaspect

Time: ✅ 28.461µs (SLO: <40.000µs 📉 -28.8%) vs baseline: +1.0%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ add_noaspect

Time: ✅ 48.480µs (SLO: <70.000µs 📉 -30.7%) vs baseline: -1.4%

Memory: ✅ 42.664MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ bytearray_aspect

Time: ✅ 259.327µs (SLO: <400.000µs 📉 -35.2%) vs baseline: +0.2%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ bytearray_extend_aspect

Time: ✅ 650.075µs (SLO: <800.000µs 📉 -18.7%) vs baseline: -0.3%

Memory: ✅ 42.723MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.3%

✅ bytearray_extend_noaspect

Time: ✅ 265.975µs (SLO: <400.000µs 📉 -33.5%) vs baseline: -1.0%

Memory: ✅ 42.762MB (SLO: <43.500MB 🟡 -1.7%) vs baseline: +5.3%

✅ bytearray_noaspect

Time: ✅ 139.984µs (SLO: <300.000µs 📉 -53.3%) vs baseline: -0.2%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +5.2%

✅ bytes_aspect

Time: ✅ 222.126µs (SLO: <300.000µs 📉 -26.0%) vs baseline: -0.5%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ bytes_noaspect

Time: ✅ 134.261µs (SLO: <200.000µs 📉 -32.9%) vs baseline: -0.4%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ bytesio_aspect

Time: ✅ 3.851ms (SLO: <5.000ms 📉 -23.0%) vs baseline: -1.0%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ bytesio_noaspect

Time: ✅ 319.921µs (SLO: <420.000µs 📉 -23.8%) vs baseline: -0.3%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.1%

✅ capitalize_aspect

Time: ✅ 90.439µs (SLO: <300.000µs 📉 -69.9%) vs baseline: ~same

Memory: ✅ 42.684MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.1%

✅ capitalize_noaspect

Time: ✅ 250.919µs (SLO: <300.000µs 📉 -16.4%) vs baseline: -0.1%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +5.1%

✅ casefold_aspect

Time: ✅ 93.455µs (SLO: <500.000µs 📉 -81.3%) vs baseline: +4.1%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.7%

✅ casefold_noaspect

Time: ✅ 308.159µs (SLO: <500.000µs 📉 -38.4%) vs baseline: -0.4%

Memory: ✅ 42.664MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.1%

✅ decode_aspect

Time: ✅ 87.264µs (SLO: <100.000µs 📉 -12.7%) vs baseline: +0.1%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +4.9%

✅ decode_noaspect

Time: ✅ 152.098µs (SLO: <210.000µs 📉 -27.6%) vs baseline: -0.5%

Memory: ✅ 42.664MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.1%

✅ encode_aspect

Time: ✅ 85.230µs (SLO: <200.000µs 📉 -57.4%) vs baseline: +0.3%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ encode_noaspect

Time: ✅ 138.699µs (SLO: <200.000µs 📉 -30.7%) vs baseline: -2.7%

Memory: ✅ 42.703MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.2%

✅ format_aspect

Time: ✅ 14.752ms (SLO: <19.200ms 📉 -23.2%) vs baseline: +0.4%

Memory: ✅ 42.644MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +4.9%

✅ format_map_aspect

Time: ✅ 16.458ms (SLO: <21.500ms 📉 -23.5%) vs baseline: -0.3%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.5%

✅ format_map_noaspect

Time: ✅ 369.064µs (SLO: <500.000µs 📉 -26.2%) vs baseline: +0.2%

Memory: ✅ 42.546MB (SLO: <43.250MB 🟡 -1.6%) vs baseline: +4.7%

✅ format_noaspect

Time: ✅ 306.970µs (SLO: <500.000µs 📉 -38.6%) vs baseline: -0.8%

Memory: ✅ 42.585MB (SLO: <43.250MB 🟡 -1.5%) vs baseline: +4.6%

✅ index_aspect

Time: ✅ 123.417µs (SLO: <300.000µs 📉 -58.9%) vs baseline: -2.1%

Memory: ✅ 42.703MB (SLO: <43.250MB 🟡 -1.3%) vs baseline: +5.2%

✅ index_noaspect

Time: ✅ 40.574µs (SLO: <300.000µs 📉 -86.5%) vs baseline: ~same

Memory: ✅ 42.684MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ join_aspect

Time: ✅ 217.870µs (SLO: <300.000µs 📉 -27.4%) vs baseline: -1.9%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +5.0%

✅ join_noaspect

Time: ✅ 148.744µs (SLO: <300.000µs 📉 -50.4%) vs baseline: -0.6%

Memory: ✅ 42.585MB (SLO: <43.250MB 🟡 -1.5%) vs baseline: +5.0%

✅ ljust_aspect

Time: ✅ 501.631µs (SLO: <700.000µs 📉 -28.3%) vs baseline: -1.0%

Memory: ✅ 42.664MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +4.8%

✅ ljust_noaspect

Time: ✅ 255.590µs (SLO: <300.000µs 📉 -14.8%) vs baseline: -2.7%

Memory: ✅ 42.625MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +4.9%

✅ lower_aspect

Time: ✅ 307.721µs (SLO: <500.000µs 📉 -38.5%) vs baseline: +0.2%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ lower_noaspect

Time: ✅ 234.751µs (SLO: <300.000µs 📉 -21.7%) vs baseline: -0.6%

Memory: ✅ 42.664MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +5.1%

✅ lstrip_aspect

Time: ✅ 0.273ms (SLO: <3.000ms 📉 -90.9%) vs baseline: +0.5%

Memory: ✅ 42.664MB (SLO: <43.250MB 🟡 -1.4%) vs baseline: +5.0%

✅ lstrip_noaspect

Time: ✅ 0.197ms (SLO: <3.000ms 📉 -93.4%) vs baseline: +9.2%

Memory: ✅ 42.743MB (SLO: <43.500MB 🟡 -1.7%) vs baseline: +5.3%

✅ modulo_aspect

Time: ✅ 14.581ms (SLO: <18.750ms 📉 -22.2%) vs baseline: +1.6%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.2%

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 14.904ms (SLO: <19.350ms 📉 -23.0%) vs baseline: +0.3%

Memory: ✅ 42.723MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.1%

✅ modulo_aspect_for_bytes

Time: ✅ 14.478ms (SLO: <18.900ms 📉 -23.4%) vs baseline: -0.4%

Memory: ✅ 42.723MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.1%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 14.713ms (SLO: <19.150ms 📉 -23.2%) vs baseline: -0.1%

Memory: ✅ 42.762MB (SLO: <43.500MB 🟡 -1.7%) vs baseline: +5.4%

✅ modulo_noaspect

Time: ✅ 0.358ms (SLO: <3.000ms 📉 -88.1%) vs baseline: -0.4%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ replace_aspect

Time: ✅ 18.489ms (SLO: <24.000ms 📉 -23.0%) vs baseline: +0.3%

Memory: ✅ 42.723MB (SLO: <44.000MB -2.9%) vs baseline: +5.1%

✅ replace_noaspect

Time: ✅ 283.472µs (SLO: <300.000µs -5.5%) vs baseline: +0.6%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ repr_aspect

Time: ✅ 318.662µs (SLO: <420.000µs 📉 -24.1%) vs baseline: -0.3%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.8%

✅ repr_noaspect

Time: ✅ 46.865µs (SLO: <90.000µs 📉 -47.9%) vs baseline: -0.3%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +5.0%

✅ rstrip_aspect

Time: ✅ 377.316µs (SLO: <500.000µs 📉 -24.5%) vs baseline: -1.4%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.5%

✅ rstrip_noaspect

Time: ✅ 183.036µs (SLO: <300.000µs 📉 -39.0%) vs baseline: -1.5%

Memory: ✅ 42.723MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.1%

✅ slice_aspect

Time: ✅ 181.411µs (SLO: <300.000µs 📉 -39.5%) vs baseline: -2.6%

Memory: ✅ 42.664MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.2%

✅ slice_noaspect

Time: ✅ 53.841µs (SLO: <90.000µs 📉 -40.2%) vs baseline: -0.3%

Memory: ✅ 42.625MB (SLO: <43.500MB -2.0%) vs baseline: +5.1%

✅ stringio_aspect

Time: ✅ 3.897ms (SLO: <5.000ms 📉 -22.1%) vs baseline: -0.5%

Memory: ✅ 42.566MB (SLO: <43.500MB -2.1%) vs baseline: +4.7%

✅ stringio_noaspect

Time: ✅ 387.203µs (SLO: <500.000µs 📉 -22.6%) vs baseline: +8.7%

Memory: ✅ 42.605MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ strip_aspect

Time: ✅ 271.509µs (SLO: <350.000µs 📉 -22.4%) vs baseline: +0.2%

Memory: ✅ 42.684MB (SLO: <43.500MB 🟡 -1.9%) vs baseline: +5.1%

✅ strip_noaspect

Time: ✅ 178.827µs (SLO: <240.000µs 📉 -25.5%) vs baseline: -0.5%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ swapcase_aspect

Time: ✅ 344.496µs (SLO: <500.000µs 📉 -31.1%) vs baseline: -1.0%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +5.0%

✅ swapcase_noaspect

Time: ✅ 272.561µs (SLO: <400.000µs 📉 -31.9%) vs baseline: ~same

Memory: ✅ 42.762MB (SLO: <43.500MB 🟡 -1.7%) vs baseline: +5.2%

✅ title_aspect

Time: ✅ 333.622µs (SLO: <500.000µs 📉 -33.3%) vs baseline: -0.8%

Memory: ✅ 42.644MB (SLO: <43.000MB 🟡 -0.8%) vs baseline: +5.0%

✅ title_noaspect

Time: ✅ 260.119µs (SLO: <400.000µs 📉 -35.0%) vs baseline: -0.6%

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.9%

✅ translate_aspect

Time: ✅ 500.779µs (SLO: <700.000µs 📉 -28.5%) vs baseline: ~same

Memory: ✅ 42.585MB (SLO: <43.500MB -2.1%) vs baseline: +4.8%

✅ translate_noaspect

Time: ✅ 421.296µs (SLO: <500.000µs 📉 -15.7%) vs baseline: -2.5%

Memory: ✅ 42.546MB (SLO: <43.500MB -2.2%) vs baseline: +4.9%

✅ upper_aspect

Time: ✅ 305.067µs (SLO: <500.000µs 📉 -39.0%) vs baseline: -1.2%

Memory: ✅ 42.644MB (SLO: <43.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ upper_noaspect

Time: ✅ 235.176µs (SLO: <400.000µs 📉 -41.2%) vs baseline: +0.3%

Memory: ✅ 42.723MB (SLO: <43.500MB 🟡 -1.8%) vs baseline: +5.4%

🟡 otelspan - 22/22

✅ add-event

Time: ✅ 40.359ms (SLO: <47.150ms 📉 -14.4%) vs baseline: +0.7%

Memory: ✅ 39.651MB (SLO: <47.000MB 📉 -15.6%) vs baseline: +5.2%

✅ add-metrics

Time: ✅ 260.725ms (SLO: <344.800ms 📉 -24.4%) vs baseline: -0.4%

Memory: ✅ 43.938MB (SLO: <47.500MB -7.5%) vs baseline: +5.3%

✅ add-tags

Time: ✅ 317.336ms (SLO: <321.000ms 🟡 -1.1%) vs baseline: +0.2%

Memory: ✅ 43.893MB (SLO: <47.500MB -7.6%) vs baseline: +5.2%

✅ get-context

Time: ✅ 80.578ms (SLO: <92.350ms 📉 -12.7%) vs baseline: +0.4%

Memory: ✅ 39.980MB (SLO: <46.500MB 📉 -14.0%) vs baseline: +5.2%

✅ is-recording

Time: ✅ 37.880ms (SLO: <44.500ms 📉 -14.9%) vs baseline: +0.3%

Memory: ✅ 39.739MB (SLO: <47.500MB 📉 -16.3%) vs baseline: +5.2%

✅ record-exception

Time: ✅ 58.949ms (SLO: <67.650ms 📉 -12.9%) vs baseline: ~same

Memory: ✅ 40.085MB (SLO: <47.000MB 📉 -14.7%) vs baseline: +4.8%

✅ set-status

Time: ✅ 44.307ms (SLO: <50.400ms 📉 -12.1%) vs baseline: +0.1%

Memory: ✅ 39.566MB (SLO: <47.000MB 📉 -15.8%) vs baseline: +5.0%

✅ start

Time: ✅ 38.012ms (SLO: <43.450ms 📉 -12.5%) vs baseline: +2.4%

Memory: ✅ 39.659MB (SLO: <47.000MB 📉 -15.6%) vs baseline: +5.0%

✅ start-finish

Time: ✅ 83.122ms (SLO: <88.000ms -5.5%) vs baseline: +0.4%

Memory: ✅ 37.434MB (SLO: <46.500MB 📉 -19.5%) vs baseline: +5.2%

✅ start-finish-telemetry

Time: ✅ 84.555ms (SLO: <89.000ms -5.0%) vs baseline: +0.1%

Memory: ✅ 37.513MB (SLO: <46.500MB 📉 -19.3%) vs baseline: +5.2%

✅ update-name

Time: ✅ 38.665ms (SLO: <45.150ms 📉 -14.4%) vs baseline: -0.3%

Memory: ✅ 39.788MB (SLO: <47.000MB 📉 -15.3%) vs baseline: +5.0%

🟡 ratelimiter - 12/12

✅ defaults

Time: ✅ 2.342µs (SLO: <10.000µs 📉 -76.6%) vs baseline: -0.4%

Memory: ✅ 35.252MB (SLO: <35.500MB 🟡 -0.7%) vs baseline: +5.7%

✅ high_rate_limit

Time: ✅ 2.400µs (SLO: <10.000µs 📉 -76.0%) vs baseline: -0.2%

Memory: ✅ 35.232MB (SLO: <35.500MB 🟡 -0.8%) vs baseline: +6.1%

✅ long_window

Time: ✅ 2.359µs (SLO: <10.000µs 📉 -76.4%) vs baseline: -0.4%

Memory: ✅ 35.252MB (SLO: <35.500MB 🟡 -0.7%) vs baseline: +6.2%

✅ low_rate_limit

Time: ✅ 2.371µs (SLO: <10.000µs 📉 -76.3%) vs baseline: -0.2%

Memory: ✅ 35.271MB (SLO: <35.500MB 🟡 -0.6%) vs baseline: +6.0%

✅ no_rate_limit

Time: ✅ 0.826µs (SLO: <10.000µs 📉 -91.7%) vs baseline: -0.1%

Memory: ✅ 35.252MB (SLO: <35.500MB 🟡 -0.7%) vs baseline: +6.0%

✅ short_window

Time: ✅ 2.498µs (SLO: <10.000µs 📉 -75.0%) vs baseline: +0.4%

Memory: ✅ 35.271MB (SLO: <35.500MB 🟡 -0.6%) vs baseline: +6.0%

🟡 recursivecomputation - 8/8

✅ deep

Time: ✅ 309.209ms (SLO: <320.950ms -3.7%) vs baseline: ~same

Memory: ✅ 36.137MB (SLO: <36.500MB 🟡 -1.0%) vs baseline: +5.3%

✅ deep-profiled

Time: ✅ 324.891ms (SLO: <359.150ms -9.5%) vs baseline: ~same

Memory: ✅ 39.852MB (SLO: <40.500MB 🟡 -1.6%) vs baseline: +4.9%

✅ medium

Time: ✅ 7.009ms (SLO: <7.400ms -5.3%) vs baseline: +0.3%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.2%

✅ shallow

Time: ✅ 0.948ms (SLO: <1.050ms -9.7%) vs baseline: +1.0%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

🟡 samplingrules - 8/8

✅ average_match

Time: ✅ 136.709µs (SLO: <290.000µs 📉 -52.9%) vs baseline: -0.6%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ high_match

Time: ✅ 172.703µs (SLO: <480.000µs 📉 -64.0%) vs baseline: -0.5%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +5.7%

✅ low_match

Time: ✅ 98.852µs (SLO: <120.000µs 📉 -17.6%) vs baseline: ~same

Memory: ✅ 603.744MB (SLO: <700.000MB 📉 -13.8%) vs baseline: +4.9%

✅ very_low_match

Time: ✅ 2.647ms (SLO: <8.500ms 📉 -68.9%) vs baseline: -0.2%

Memory: ✅ 71.208MB (SLO: <75.000MB -5.1%) vs baseline: +5.1%

🟡 sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.566µs (SLO: <20.000µs 📉 -47.2%) vs baseline: +0.5%

Memory: ✅ 35.861MB (SLO: <36.000MB 🟡 -0.4%) vs baseline: +5.3%

✅ all-enabled

Time: ✅ 41.011µs (SLO: <50.000µs 📉 -18.0%) vs baseline: +1.9%

Memory: ✅ 35.783MB (SLO: <36.000MB 🟡 -0.6%) vs baseline: +5.3%

✅ collectipvariant_exists

Time: ✅ 40.755µs (SLO: <50.000µs 📉 -18.5%) vs baseline: -0.6%

Memory: ✅ 35.783MB (SLO: <36.000MB 🟡 -0.6%) vs baseline: +5.1%

✅ no-collectipvariant

Time: ✅ 40.028µs (SLO: <50.000µs 📉 -19.9%) vs baseline: -0.3%

Memory: ✅ 35.861MB (SLO: <36.000MB 🟡 -0.4%) vs baseline: +5.3%

✅ no-useragentvariant

Time: ✅ 38.762µs (SLO: <50.000µs 📉 -22.5%) vs baseline: -0.2%

Memory: ✅ 35.802MB (SLO: <36.000MB 🟡 -0.5%) vs baseline: +4.8%

✅ obfuscation-no-query

Time: ✅ 40.412µs (SLO: <50.000µs 📉 -19.2%) vs baseline: -0.9%

Memory: ✅ 35.704MB (SLO: <36.000MB 🟡 -0.8%) vs baseline: +4.8%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.987µs (SLO: <90.000µs 📉 -15.6%) vs baseline: ~same

Memory: ✅ 35.842MB (SLO: <36.500MB 🟡 -1.8%) vs baseline: +5.3%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.226µs (SLO: <90.000µs 📉 -15.3%) vs baseline: -0.6%

Memory: ✅ 35.783MB (SLO: <36.500MB 🟡 -2.0%) vs baseline: +5.3%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.113µs (SLO: <170.000µs -9.3%) vs baseline: ~same

Memory: ✅ 35.724MB (SLO: <36.500MB -2.1%) vs baseline: +4.9%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.799µs (SLO: <160.000µs -7.0%) vs baseline: ~same

Memory: ✅ 35.724MB (SLO: <36.500MB -2.1%) vs baseline: +4.8%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 154.895µs (SLO: <170.000µs -8.9%) vs baseline: -0.3%

Memory: ✅ 35.842MB (SLO: <36.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ useragentvariant_exists_1

Time: ✅ 39.472µs (SLO: <50.000µs 📉 -21.1%) vs baseline: -0.3%

Memory: ✅ 35.783MB (SLO: <36.000MB 🟡 -0.6%) vs baseline: +5.3%

✅ useragentvariant_exists_2

Time: ✅ 40.588µs (SLO: <50.000µs 📉 -18.8%) vs baseline: -0.2%

Memory: ✅ 35.842MB (SLO: <36.000MB 🟡 -0.4%) vs baseline: +5.0%

✅ useragentvariant_exists_3

Time: ✅ 39.921µs (SLO: <50.000µs 📉 -20.2%) vs baseline: -0.9%

Memory: ✅ 35.743MB (SLO: <36.000MB 🟡 -0.7%) vs baseline: +4.7%

✅ useragentvariant_not_exists_1

Time: ✅ 39.583µs (SLO: <50.000µs 📉 -20.8%) vs baseline: -0.3%

Memory: ✅ 35.802MB (SLO: <36.000MB 🟡 -0.5%) vs baseline: +5.2%

✅ useragentvariant_not_exists_2

Time: ✅ 39.446µs (SLO: <50.000µs 📉 -21.1%) vs baseline: -0.3%

Memory: ✅ 35.861MB (SLO: <36.000MB 🟡 -0.4%) vs baseline: +5.3%

🟡 span - 26/26

✅ add-event

Time: ✅ 18.200ms (SLO: <22.500ms 📉 -19.1%) vs baseline: +0.6%

Memory: ✅ 37.069MB (SLO: <53.000MB 📉 -30.1%) vs baseline: +5.1%

✅ add-metrics

Time: ✅ 88.042ms (SLO: <93.500ms -5.8%) vs baseline: -0.1%

Memory: ✅ 41.111MB (SLO: <53.000MB 📉 -22.4%) vs baseline: +4.6%

✅ add-tags

Time: ✅ 142.573ms (SLO: <155.000ms -8.0%) vs baseline: +1.0%

Memory: ✅ 41.203MB (SLO: <53.000MB 📉 -22.3%) vs baseline: +4.7%

✅ get-context

Time: ✅ 16.850ms (SLO: <20.500ms 📉 -17.8%) vs baseline: -0.4%

Memory: ✅ 36.961MB (SLO: <53.000MB 📉 -30.3%) vs baseline: +5.3%

✅ is-recording

Time: ✅ 17.202ms (SLO: <20.500ms 📉 -16.1%) vs baseline: -0.3%

Memory: ✅ 36.903MB (SLO: <53.000MB 📉 -30.4%) vs baseline: +5.0%

✅ record-exception

Time: ✅ 36.531ms (SLO: <40.000ms -8.7%) vs baseline: +0.1%

Memory: ✅ 37.544MB (SLO: <53.000MB 📉 -29.2%) vs baseline: +5.7%

✅ set-status

Time: ✅ 18.606ms (SLO: <22.000ms 📉 -15.4%) vs baseline: -0.6%

Memory: ✅ 36.903MB (SLO: <53.000MB 📉 -30.4%) vs baseline: +5.1%

✅ start

Time: ✅ 17.196ms (SLO: <20.500ms 📉 -16.1%) vs baseline: +1.4%

Memory: ✅ 36.883MB (SLO: <53.000MB 📉 -30.4%) vs baseline: +5.3%

✅ start-finish

Time: ✅ 51.338ms (SLO: <52.500ms -2.2%) vs baseline: -0.5%

Memory: ✅ 34.996MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +5.4%

✅ start-finish-telemetry

Time: ✅ 52.083ms (SLO: <54.500ms -4.4%) vs baseline: -0.3%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.2%

✅ start-finish-traceid128

Time: ✅ 54.172ms (SLO: <57.000ms -5.0%) vs baseline: ~same

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ start-traceid128

Time: ✅ 17.322ms (SLO: <22.500ms 📉 -23.0%) vs baseline: +0.4%

Memory: ✅ 36.784MB (SLO: <53.000MB 📉 -30.6%) vs baseline: +5.0%

✅ update-name

Time: ✅ 17.276ms (SLO: <22.000ms 📉 -21.5%) vs baseline: -0.6%

Memory: ✅ 36.983MB (SLO: <53.000MB 📉 -30.2%) vs baseline: +5.1%

🟡 tracer - 6/6

✅ large

Time: ✅ 29.093ms (SLO: <32.950ms 📉 -11.7%) vs baseline: -0.5%

Memory: ✅ 36.117MB (SLO: <36.500MB 🟡 -1.0%) vs baseline: +4.9%

✅ medium

Time: ✅ 2.872ms (SLO: <3.200ms 📉 -10.2%) vs baseline: -0.3%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ small

Time: ✅ 331.269µs (SLO: <370.000µs 📉 -10.5%) vs baseline: +1.7%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

⚠️ Unstable Tests (1 suite)
⚠️ packagesupdateimporteddependencies - 24/24 (1 unstable)

✅ import_many

Time: ✅ 155.551µs (SLO: <170.000µs -8.5%) vs baseline: +0.2%

Memory: ✅ 39.544MB (SLO: <43.000MB -8.0%) vs baseline: +4.4%

✅ import_many_cached

Time: ✅ 120.406µs (SLO: <130.000µs -7.4%) vs baseline: -0.2%

Memory: ✅ 39.898MB (SLO: <43.000MB -7.2%) vs baseline: +5.6%

✅ import_many_stdlib

Time: ✅ 0.759ms (SLO: <1.750ms 📉 -56.6%) vs baseline: ~same

Memory: ✅ 39.812MB (SLO: <43.000MB -7.4%) vs baseline: +5.4%

⚠️ import_many_stdlib_cached

Time: ⚠️ 0.173ms (SLO: <1.100ms 📉 -84.3%) vs baseline: +0.7%

Memory: ✅ 39.774MB (SLO: <43.000MB -7.5%) vs baseline: +5.0%

✅ import_many_unknown

Time: ✅ 828.104µs (SLO: <890.000µs -7.0%) vs baseline: ~same

Memory: ✅ 40.050MB (SLO: <43.000MB -6.9%) vs baseline: +5.5%

✅ import_many_unknown_cached

Time: ✅ 792.214µs (SLO: <870.000µs -8.9%) vs baseline: -2.2%

Memory: ✅ 39.971MB (SLO: <43.000MB -7.0%) vs baseline: +5.5%

✅ import_one

Time: ✅ 19.797µs (SLO: <30.000µs 📉 -34.0%) vs baseline: +0.6%

Memory: ✅ 39.609MB (SLO: <43.000MB -7.9%) vs baseline: +4.9%

✅ import_one_cache

Time: ✅ 6.325µs (SLO: <10.000µs 📉 -36.8%) vs baseline: +0.4%

Memory: ✅ 39.958MB (SLO: <43.000MB -7.1%) vs baseline: +5.8%

✅ import_one_stdlib

Time: ✅ 18.740µs (SLO: <20.000µs -6.3%) vs baseline: +0.2%

Memory: ✅ 39.865MB (SLO: <43.000MB -7.3%) vs baseline: +5.9%

✅ import_one_stdlib_cache

Time: ✅ 6.299µs (SLO: <10.000µs 📉 -37.0%) vs baseline: +0.5%

Memory: ✅ 39.997MB (SLO: <43.000MB -7.0%) vs baseline: +5.7%

✅ import_one_unknown

Time: ✅ 45.479µs (SLO: <50.000µs -9.0%) vs baseline: -0.2%

Memory: ✅ 39.824MB (SLO: <43.000MB -7.4%) vs baseline: +5.0%

✅ import_one_unknown_cache

Time: ✅ 6.277µs (SLO: <10.000µs 📉 -37.2%) vs baseline: +0.5%

Memory: ✅ 40.069MB (SLO: <43.000MB -6.8%) vs baseline: +5.4%

✅ All Tests Passing (5 suites)
✅ iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 3.757ms (SLO: <4.880ms 📉 -23.0%) vs baseline: +6.8%

Memory: ✅ 42.330MB (SLO: <43.500MB -2.7%) vs baseline: +4.9%

✅ re_expand_noaspect

Time: ✅ 3.472ms (SLO: <4.620ms 📉 -24.8%) vs baseline: +0.2%

Memory: ✅ 42.251MB (SLO: <43.500MB -2.9%) vs baseline: +4.6%

✅ re_findall_aspect

Time: ✅ 343.562µs (SLO: <450.000µs 📉 -23.7%) vs baseline: +0.9%

Memory: ✅ 42.369MB (SLO: <43.500MB -2.6%) vs baseline: +4.9%

✅ re_findall_noaspect

Time: ✅ 321.203µs (SLO: <430.000µs 📉 -25.3%) vs baseline: -0.2%

Memory: ✅ 42.231MB (SLO: <43.500MB -2.9%) vs baseline: +4.9%

✅ re_finditer_aspect

Time: ✅ 449.459µs (SLO: <590.000µs 📉 -23.8%) vs baseline: -0.5%

Memory: ✅ 42.369MB (SLO: <43.500MB -2.6%) vs baseline: +5.0%

✅ re_finditer_noaspect

Time: ✅ 327.525µs (SLO: <440.000µs 📉 -25.6%) vs baseline: +0.2%

Memory: ✅ 42.428MB (SLO: <43.500MB -2.5%) vs baseline: +5.4%

✅ re_fullmatch_aspect

Time: ✅ 276.089µs (SLO: <360.000µs 📉 -23.3%) vs baseline: +0.4%

Memory: ✅ 42.428MB (SLO: <43.500MB -2.5%) vs baseline: +5.1%

✅ re_fullmatch_noaspect

Time: ✅ 307.690µs (SLO: <400.000µs 📉 -23.1%) vs baseline: +1.2%

Memory: ✅ 42.428MB (SLO: <43.500MB -2.5%) vs baseline: +5.3%

✅ re_group_aspect

Time: ✅ 480.472µs (SLO: <630.000µs 📉 -23.7%) vs baseline: -0.5%

Memory: ✅ 42.251MB (SLO: <43.500MB -2.9%) vs baseline: +4.9%

✅ re_group_noaspect

Time: ✅ 480.864µs (SLO: <640.000µs 📉 -24.9%) vs baseline: -0.8%

Memory: ✅ 42.212MB (SLO: <43.500MB -3.0%) vs baseline: +5.1%

✅ re_groups_aspect

Time: ✅ 494.159µs (SLO: <650.000µs 📉 -24.0%) vs baseline: -0.1%

Memory: ✅ 42.389MB (SLO: <43.500MB -2.6%) vs baseline: +4.9%

✅ re_groups_noaspect

Time: ✅ 495.966µs (SLO: <650.000µs 📉 -23.7%) vs baseline: -0.5%

Memory: ✅ 42.330MB (SLO: <43.500MB -2.7%) vs baseline: +5.0%

✅ re_match_aspect

Time: ✅ 279.070µs (SLO: <370.000µs 📉 -24.6%) vs baseline: -0.1%

Memory: ✅ 42.271MB (SLO: <43.500MB -2.8%) vs baseline: +4.8%

✅ re_match_noaspect

Time: ✅ 307.287µs (SLO: <410.000µs 📉 -25.1%) vs baseline: +0.1%

Memory: ✅ 42.349MB (SLO: <43.500MB -2.6%) vs baseline: +5.0%

✅ re_search_aspect

Time: ✅ 267.635µs (SLO: <350.000µs 📉 -23.5%) vs baseline: +2.0%

Memory: ✅ 42.310MB (SLO: <43.500MB -2.7%) vs baseline: +4.9%

✅ re_search_noaspect

Time: ✅ 289.881µs (SLO: <380.000µs 📉 -23.7%) vs baseline: +1.2%

Memory: ✅ 42.153MB (SLO: <43.500MB -3.1%) vs baseline: +4.5%

✅ re_sub_aspect

Time: ✅ 350.051µs (SLO: <460.000µs 📉 -23.9%) vs baseline: +0.5%

Memory: ✅ 42.467MB (SLO: <43.500MB -2.4%) vs baseline: +5.2%

✅ re_sub_noaspect

Time: ✅ 391.587µs (SLO: <520.000µs 📉 -24.7%) vs baseline: +1.4%

Memory: ✅ 42.408MB (SLO: <43.500MB -2.5%) vs baseline: +5.4%

✅ re_subn_aspect

Time: ✅ 373.567µs (SLO: <490.000µs 📉 -23.8%) vs baseline: ~same

Memory: ✅ 42.310MB (SLO: <43.500MB -2.7%) vs baseline: +5.0%

✅ re_subn_noaspect

Time: ✅ 402.710µs (SLO: <530.000µs 📉 -24.0%) vs baseline: ~same

Memory: ✅ 42.507MB (SLO: <43.500MB -2.3%) vs baseline: +5.4%

✅ iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 155.238µs (SLO: <250.000µs 📉 -37.9%) vs baseline: +3.0%

Memory: ✅ 42.625MB (SLO: <44.000MB -3.1%) vs baseline: +5.1%

✅ rsplit_noaspect

Time: ✅ 160.455µs (SLO: <250.000µs 📉 -35.8%) vs baseline: -0.1%

Memory: ✅ 42.585MB (SLO: <44.000MB -3.2%) vs baseline: +5.0%

✅ split_aspect

Time: ✅ 154.647µs (SLO: <250.000µs 📉 -38.1%) vs baseline: +1.1%

Memory: ✅ 42.703MB (SLO: <44.000MB -2.9%) vs baseline: +5.3%

✅ split_noaspect

Time: ✅ 162.214µs (SLO: <250.000µs 📉 -35.1%) vs baseline: +0.5%

Memory: ✅ 42.664MB (SLO: <44.000MB -3.0%) vs baseline: +4.9%

✅ splitlines_aspect

Time: ✅ 148.905µs (SLO: <250.000µs 📉 -40.4%) vs baseline: ~same

Memory: ✅ 42.644MB (SLO: <44.000MB -3.1%) vs baseline: +5.0%

✅ splitlines_noaspect

Time: ✅ 153.038µs (SLO: <250.000µs 📉 -38.8%) vs baseline: ~same

Memory: ✅ 42.625MB (SLO: <44.000MB -3.1%) vs baseline: +4.9%

✅ iastpropagation - 8/8

✅ no-propagation

Time: ✅ 48.926µs (SLO: <60.000µs 📉 -18.5%) vs baseline: +0.4%

Memory: ✅ 38.319MB (SLO: <42.000MB -8.8%) vs baseline: +4.7%

✅ propagation_enabled

Time: ✅ 136.358µs (SLO: <190.000µs 📉 -28.2%) vs baseline: -0.1%

Memory: ✅ 38.516MB (SLO: <42.000MB -8.3%) vs baseline: +5.4%

✅ propagation_enabled_100

Time: ✅ 1.579ms (SLO: <2.300ms 📉 -31.3%) vs baseline: -1.1%

Memory: ✅ 38.358MB (SLO: <42.000MB -8.7%) vs baseline: +4.9%

✅ propagation_enabled_1000

Time: ✅ 29.276ms (SLO: <34.550ms 📉 -15.3%) vs baseline: -0.4%

Memory: ✅ 38.299MB (SLO: <42.000MB -8.8%) vs baseline: +4.6%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.531ms (SLO: <42.000ms -3.5%) vs baseline: -0.6%

Memory: ✅ 37.768MB (SLO: <39.000MB -3.2%) vs baseline: +4.8%

✅ add-link

Time: ✅ 36.585ms (SLO: <38.550ms -5.1%) vs baseline: +0.8%

Memory: ✅ 37.808MB (SLO: <39.000MB -3.1%) vs baseline: +5.1%

✅ add-metrics

Time: ✅ 222.941ms (SLO: <232.000ms -3.9%) vs baseline: +1.6%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +4.8%

✅ add-tags

Time: ✅ 211.720ms (SLO: <221.600ms -4.5%) vs baseline: -0.6%

Memory: ✅ 37.768MB (SLO: <39.000MB -3.2%) vs baseline: +5.0%

✅ get-context

Time: ✅ 28.979ms (SLO: <31.300ms -7.4%) vs baseline: -0.8%

Memory: ✅ 37.768MB (SLO: <39.000MB -3.2%) vs baseline: +4.7%

✅ is-recording

Time: ✅ 29.100ms (SLO: <31.000ms -6.1%) vs baseline: -0.4%

Memory: ✅ 37.768MB (SLO: <39.000MB -3.2%) vs baseline: +5.0%

✅ record-exception

Time: ✅ 63.602ms (SLO: <65.850ms -3.4%) vs baseline: +0.3%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +5.0%

✅ set-status

Time: ✅ 31.947ms (SLO: <34.150ms -6.5%) vs baseline: -0.3%

Memory: ✅ 37.788MB (SLO: <39.000MB -3.1%) vs baseline: +5.2%

✅ start

Time: ✅ 29.347ms (SLO: <30.150ms -2.7%) vs baseline: +2.4%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +4.8%

✅ start-finish

Time: ✅ 33.865ms (SLO: <35.350ms -4.2%) vs baseline: -0.6%

Memory: ✅ 37.867MB (SLO: <39.000MB -2.9%) vs baseline: +5.1%

✅ start-finish-telemetry

Time: ✅ 34.082ms (SLO: <35.450ms -3.9%) vs baseline: -0.2%

Memory: ✅ 37.808MB (SLO: <39.000MB -3.1%) vs baseline: +5.1%

✅ update-name

Time: ✅ 31.199ms (SLO: <33.400ms -6.6%) vs baseline: ~same

Memory: ✅ 37.808MB (SLO: <39.000MB -3.1%) vs baseline: +5.2%

✅ packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 344.314ms (SLO: <354.300ms -2.8%) vs baseline: -1.1%

Memory: ✅ 41.784MB (SLO: <43.500MB -3.9%) vs baseline: +5.7%

✅ cache_on

Time: ✅ 0.384µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +0.4%

Memory: ✅ 40.015MB (SLO: <43.000MB -6.9%) vs baseline: +4.7%

ℹ️ Scenarios Missing SLO Configuration (26 scenarios)

The following scenarios exist in candidate data but have no SLO thresholds configured:

  • coreapiscenario-core_dispatch_listeners
  • coreapiscenario-core_dispatch_no_listeners
  • coreapiscenario-core_dispatch_with_results_listeners
  • coreapiscenario-core_dispatch_with_results_no_listeners
  • djangosimple-baseline
  • errortrackingdjangosimple-baseline
  • errortrackingflasksqli-baseline
  • flasksimple-baseline
  • flasksqli-baseline
  • sethttpmeta-obfuscation-disabled
  • startup-baseline
  • startup-baseline_django
  • startup-baseline_flask
  • startup-ddtrace_run
  • startup-ddtrace_run_appsec
  • startup-ddtrace_run_profiling
  • startup-ddtrace_run_runtime_metrics
  • startup-ddtrace_run_send_span
  • startup-ddtrace_run_telemetry_disabled
  • startup-ddtrace_run_telemetry_enabled
  • startup-import_ddtrace
  • startup-import_ddtrace_auto
  • startup-import_ddtrace_auto_django
  • startup-import_ddtrace_auto_flask
  • startup-import_ddtrace_django
  • startup-import_ddtrace_flask

@manuel-alvarez-alvarez manuel-alvarez-alvarez changed the title chore(ai_guard): Add support for multimodal prompts Add support for multimodal prompts Jan 8, 2026
@manuel-alvarez-alvarez manuel-alvarez-alvarez changed the title Add support for multimodal prompts chore(ai_guard): Add support for multimodal prompts Jan 8, 2026
@manuel-alvarez-alvarez manuel-alvarez-alvarez changed the title chore(ai_guard): Add support for multimodal prompts chore(ai_guard): add support for multimodal prompts Jan 9, 2026
@avara1986 avara1986 merged commit 3cd1ae4 into main Jan 13, 2026
626 checks passed
@avara1986 avara1986 deleted the malvarez/ai-guard-multimodal branch January 13, 2026 08:31
tillwf pushed a commit to tillwf/dd-trace-py that referenced this pull request Jan 22, 2026
@manuel-alvarez-alvarez @tillwf
chore(ai_guard): add support for multimodal prompts (DataDog#15939)
58901ce 
## Description

* Adds support for multimodal prompts in the AI Guard API.
* This is done via content parts, mimicking the Chat Completion API.

## Testing

<!-- Describe your testing strategy or note what tests are included -->

## Risks

<!-- Note any risks associated with this change, or "None" if no risks
-->

## Additional Notes

* [APPSEC-60266](https://datadoghq.atlassian.net/browse/APPSEC-60266)
* [Internal docs](https://datadoghq.atlassian.net/wiki/x/04CxRAE) for
content parts.


[APPSEC-60266]:
https://datadoghq.atlassian.net/browse/APPSEC-60266?atlOrigin=eyJpIjoiNWRkNTljNzYxNjVmNDY3MDlhMDU5Y2ZhYzA5YTRkZjUiLCJwIjoiZ2l0aHViLWNvbS1KU1cifQ
@smola smola mentioned this pull request Jan 28, 2026
Merged
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@smola smola smola approved these changes

@avara1986 avara1986 avara1986 approved these changes

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@manuel-alvarez-alvarez @smola @avara1986