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chore(llmobs): [MLOB-4813] log warning if litellm imported before being patched #15530

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@ncybul ncybul commented Dec 5, 2025 •
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Description

Because the litellm integration patches functions that may already have been imported before the patching occurs, I am adding a log that will warn customers if LLMObs.enable() is called after litellm is imported but before it is patched.

The warning suggests a few ways that users can fix this tracing issue, including moving LLMObs.enable() before importing litellm.

Note that this is not a perfect solution. We only really care about whether the user imported any patched methods like litellm.completion. If they are doing a generic import litellm statement, they should not have any tracing issues and this warning will be irrelevant. I am not aware of a way to know which specific methods the user has imported, so checking for litellm in sys.modules seems like the next best approach.

Testing

Currently, tracing is broken for a situation like the following where the code is run with python3 app.py.

from litellm import litellm, completion
from ddtrace.llmobs import LLMObs

LLMObs.enable(
  ml_app="nicole-test",
)
response = completion(
  model="anthropic/claude-sonnet-4-5-20250929",
  messages=[{ "content": "Hello, how are you?","role": "user"}]
)

Running this code now, produces the following warning message:

LLMObs.enable() called after litellm was imported but before it was patched. This may cause tracing issues if you are importing patched methods like 'completion' directly. To ensure proper tracing, either run your application with ddtrace-run, call ddtrace.patch_all() before importing litellm, or enable LLMObs before importing other modules.

Implementing any of these alternatives (as shown below) will silence the warning message.

from ddtrace.llmobs import LLMObs
LLMObs.enable(
  ml_app="nicole-test",
)
from litellm import litellm, completion
response = completion(
  model="anthropic/claude-sonnet-4-5-20250929",
  messages=[{ "content": "Hello, how are you?","role": "user"}]
)

Risks

Additional Notes

@ncybul ncybul changed the title chore(llmobs): log warning if litellm imported before being patched chore(llmobs): [MLOB-4813] log warning if litellm imported before being patched Dec 5, 2025
@ncybul ncybul marked this pull request as ready for review December 5, 2025 19:02
@ncybul ncybul requested a review from a team as a code owner December 5, 2025 19:02
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github-actions bot commented Dec 5, 2025

CODEOWNERS have been resolved as:

ddtrace/llmobs/_llmobs.py                                               @DataDog/ml-observability
tests/contrib/litellm/conftest.py                                       @DataDog/ml-observability
tests/contrib/litellm/test_litellm_llmobs.py                            @DataDog/ml-observability

@ncybul ncybul added the changelog/no-changelog A changelog entry is not required for this PR. label Dec 5, 2025
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github-actions bot commented Dec 5, 2025 •
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Bootstrap import analysis

Comparison of import times between this PR and base.

Summary

The average import time from this PR is: 248 ± 2 ms.

The average import time from base is: 252 ± 3 ms.

The import time difference between this PR and base is: -3.8 ± 0.1 ms.

Import time breakdown

The following import paths have shrunk:

ddtrace.auto 2.749 ms (1.11%)
ddtrace.bootstrap.sitecustomize 1.379 ms (0.55%)
ddtrace.bootstrap.preload 1.379 ms (0.55%)
ddtrace.internal.remoteconfig.client 0.646 ms (0.26%)
ddtrace 1.371 ms (0.55%)
ddtrace._logger 0.685 ms (0.28%)
ddtrace.internal.telemetry 0.685 ms (0.28%)
ddtrace.internal.telemetry.writer 0.685 ms (0.28%)
ddtrace.internal.utils.version 0.685 ms (0.28%)
ddtrace.version 0.685 ms (0.28%)
ddtrace.internal._unpatched 0.031 ms (0.01%)
json 0.031 ms (0.01%)
json.decoder 0.031 ms (0.01%)
re 0.031 ms (0.01%)
enum 0.031 ms (0.01%)
types 0.031 ms (0.01%)

Kyle-Verhoog
Kyle-Verhoog reviewed Dec 5, 2025
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Performance SLOs

Comparing candidate nicole-cybul/litellm-patching-issue (c1fea00) with baseline main (01850f2)

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

✅ ospathbasename_aspect

Time: ✅ 5.116µs (SLO: <10.000µs 📉 -48.8%) vs baseline: 📈 +21.4%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.2%

✅ ospathbasename_noaspect

Time: ✅ 1.091µs (SLO: <10.000µs 📉 -89.1%) vs baseline: +0.6%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ ospathjoin_aspect

Time: ✅ 6.120µs (SLO: <10.000µs 📉 -38.8%) vs baseline: +1.1%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.8%

✅ ospathjoin_noaspect

Time: ✅ 2.288µs (SLO: <10.000µs 📉 -77.1%) vs baseline: +0.1%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +5.2%

✅ ospathnormcase_aspect

Time: ✅ 3.446µs (SLO: <10.000µs 📉 -65.5%) vs baseline: -1.0%

Memory: ✅ 38.535MB (SLO: <41.000MB -6.0%) vs baseline: +4.8%

✅ ospathnormcase_noaspect

Time: ✅ 0.569µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -0.5%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ ospathsplit_aspect

Time: ✅ 4.888µs (SLO: <10.000µs 📉 -51.1%) vs baseline: +1.3%

Memory: ✅ 38.673MB (SLO: <41.000MB -5.7%) vs baseline: +5.1%

✅ ospathsplit_noaspect

Time: ✅ 1.588µs (SLO: <10.000µs 📉 -84.1%) vs baseline: +0.2%

Memory: ✅ 38.574MB (SLO: <41.000MB -5.9%) vs baseline: +5.1%

✅ ospathsplitdrive_aspect

Time: ✅ 3.660µs (SLO: <10.000µs 📉 -63.4%) vs baseline: -0.2%

Memory: ✅ 38.437MB (SLO: <41.000MB -6.3%) vs baseline: +4.9%

✅ ospathsplitdrive_noaspect

Time: ✅ 0.701µs (SLO: <10.000µs 📉 -93.0%) vs baseline: -0.3%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.5%

✅ ospathsplitext_aspect

Time: ✅ 4.550µs (SLO: <10.000µs 📉 -54.5%) vs baseline: +0.5%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.6%

✅ ospathsplitext_noaspect

Time: ✅ 1.383µs (SLO: <10.000µs 📉 -86.2%) vs baseline: -0.4%

Memory: ✅ 38.614MB (SLO: <41.000MB -5.8%) vs baseline: +4.9%

📈 telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 3.335µs (SLO: <20.000µs 📉 -83.3%) vs baseline: 📈 +15.6%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.9%

✅ 1-count-metrics-100-times

Time: ✅ 197.603µs (SLO: <220.000µs 📉 -10.2%) vs baseline: -2.1%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +5.0%

✅ 1-distribution-metric-1-times

Time: ✅ 3.171µs (SLO: <20.000µs 📉 -84.1%) vs baseline: -1.2%

Memory: ✅ 35.036MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.8%

✅ 1-distribution-metrics-100-times

Time: ✅ 211.624µs (SLO: <230.000µs -8.0%) vs baseline: -1.9%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +4.9%

✅ 1-gauge-metric-1-times

Time: ✅ 2.144µs (SLO: <20.000µs 📉 -89.3%) vs baseline: -1.7%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.7%

✅ 1-gauge-metrics-100-times

Time: ✅ 137.171µs (SLO: <150.000µs -8.6%) vs baseline: +0.6%

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

✅ 1-rate-metric-1-times

Time: ✅ 2.989µs (SLO: <20.000µs 📉 -85.1%) vs baseline: -1.5%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.9%

✅ 1-rate-metrics-100-times

Time: ✅ 213.213µs (SLO: <250.000µs 📉 -14.7%) vs baseline: -0.4%

Memory: ✅ 35.114MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +5.1%

✅ 100-count-metrics-100-times

Time: ✅ 20.065ms (SLO: <22.000ms -8.8%) vs baseline: -0.3%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.9%

✅ 100-distribution-metrics-100-times

Time: ✅ 2.221ms (SLO: <2.550ms 📉 -12.9%) vs baseline: -0.4%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +5.0%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.409ms (SLO: <1.550ms -9.1%) vs baseline: -0.2%

Memory: ✅ 34.701MB (SLO: <35.500MB -2.2%) vs baseline: +4.7%

✅ 100-rate-metrics-100-times

Time: ✅ 2.192ms (SLO: <2.550ms 📉 -14.0%) vs baseline: +0.3%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +5.0%

✅ flush-1-metric

Time: ✅ 4.518µs (SLO: <20.000µs 📉 -77.4%) vs baseline: +0.3%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.9%

✅ flush-100-metrics

Time: ✅ 174.857µs (SLO: <250.000µs 📉 -30.1%) vs baseline: +0.7%

Memory: ✅ 35.016MB (SLO: <35.500MB 🟡 -1.4%) vs baseline: +4.3%

✅ flush-1000-metrics

Time: ✅ 2.181ms (SLO: <2.500ms 📉 -12.7%) vs baseline: ~same

Memory: ✅ 35.881MB (SLO: <36.500MB 🟡 -1.7%) vs baseline: +4.8%

🟡 Near SLO Breach (14 suites)
🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 19.629ms (SLO: <22.300ms 📉 -12.0%) vs baseline: +0.5%

Memory: ✅ 68.203MB (SLO: <70.500MB -3.3%) vs baseline: +4.9%

✅ exception-replay-enabled

Time: ✅ 1.362ms (SLO: <1.450ms -6.1%) vs baseline: -0.4%

Memory: ✅ 66.228MB (SLO: <67.500MB 🟡 -1.9%) vs baseline: +4.8%

✅ iast

Time: ✅ 19.608ms (SLO: <22.250ms 📉 -11.9%) vs baseline: -0.2%

Memory: ✅ 68.084MB (SLO: <70.000MB -2.7%) vs baseline: +4.9%

✅ profiler

Time: ✅ 15.432ms (SLO: <16.550ms -6.8%) vs baseline: +0.4%

Memory: ✅ 56.393MB (SLO: <57.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ resource-renaming

Time: ✅ 19.540ms (SLO: <21.750ms 📉 -10.2%) vs baseline: +0.7%

Memory: ✅ 68.105MB (SLO: <70.500MB -3.4%) vs baseline: +4.8%

✅ span-code-origin

Time: ✅ 19.949ms (SLO: <28.200ms 📉 -29.3%) vs baseline: +1.2%

Memory: ✅ 68.203MB (SLO: <71.000MB -3.9%) vs baseline: +5.0%

✅ tracer

Time: ✅ 19.604ms (SLO: <21.750ms -9.9%) vs baseline: ~same

Memory: ✅ 68.164MB (SLO: <70.000MB -2.6%) vs baseline: +5.0%

✅ tracer-and-profiler

Time: ✅ 21.777ms (SLO: <23.500ms -7.3%) vs baseline: -0.2%

Memory: ✅ 69.245MB (SLO: <71.000MB -2.5%) vs baseline: +4.8%

✅ tracer-dont-create-db-spans

Time: ✅ 19.653ms (SLO: <21.500ms -8.6%) vs baseline: +0.3%

Memory: ✅ 68.144MB (SLO: <70.000MB -2.7%) vs baseline: +4.8%

✅ tracer-minimal

Time: ✅ 16.790ms (SLO: <17.500ms -4.1%) vs baseline: +0.2%

Memory: ✅ 67.790MB (SLO: <70.000MB -3.2%) vs baseline: +4.6%

✅ tracer-native

Time: ✅ 19.429ms (SLO: <21.750ms 📉 -10.7%) vs baseline: ~same

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

✅ tracer-no-caches

Time: ✅ 17.618ms (SLO: <19.650ms 📉 -10.3%) vs baseline: ~same

Memory: ✅ 68.066MB (SLO: <70.000MB -2.8%) vs baseline: +4.7%

✅ tracer-no-databases

Time: ✅ 19.146ms (SLO: <20.100ms -4.7%) vs baseline: +0.3%

Memory: ✅ 67.869MB (SLO: <70.000MB -3.0%) vs baseline: +4.9%

✅ tracer-no-middleware

Time: ✅ 19.284ms (SLO: <21.500ms 📉 -10.3%) vs baseline: ~same

Memory: ✅ 68.223MB (SLO: <70.000MB -2.5%) vs baseline: +4.9%

✅ tracer-no-templates

Time: ✅ 19.671ms (SLO: <22.000ms 📉 -10.6%) vs baseline: +1.4%

Memory: ✅ 68.158MB (SLO: <70.500MB -3.3%) vs baseline: +4.9%

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 16.303ms (SLO: <19.850ms 📉 -17.9%) vs baseline: -0.5%

Memory: ✅ 69.776MB (SLO: <70.000MB 🟡 -0.3%) vs baseline: +4.8%

✅ errortracking-enabled-user

Time: ✅ 16.310ms (SLO: <19.400ms 📉 -15.9%) vs baseline: -0.2%

Memory: ✅ 69.855MB (SLO: <70.000MB 🟡 -0.2%) vs baseline: +5.0%

✅ tracer-enabled

Time: ✅ 16.371ms (SLO: <19.450ms 📉 -15.8%) vs baseline: +0.2%

Memory: ✅ 69.816MB (SLO: <70.000MB 🟡 -0.3%) vs baseline: +5.0%

🟡 errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.068ms (SLO: <2.300ms 📉 -10.1%) vs baseline: +0.1%

Memory: ✅ 55.758MB (SLO: <56.500MB 🟡 -1.3%) vs baseline: +4.9%

✅ errortracking-enabled-user

Time: ✅ 2.074ms (SLO: <2.250ms -7.8%) vs baseline: +0.1%

Memory: ✅ 55.817MB (SLO: <56.500MB 🟡 -1.2%) vs baseline: +4.9%

✅ tracer-enabled

Time: ✅ 2.064ms (SLO: <2.300ms 📉 -10.3%) vs baseline: ~same

Memory: ✅ 55.679MB (SLO: <56.500MB 🟡 -1.5%) vs baseline: +4.7%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 3.381ms (SLO: <4.750ms 📉 -28.8%) vs baseline: -0.2%

Memory: ✅ 55.457MB (SLO: <66.500MB 📉 -16.6%) vs baseline: +4.8%

✅ appsec-post

Time: ✅ 2.866ms (SLO: <6.750ms 📉 -57.5%) vs baseline: +0.4%

Memory: ✅ 55.715MB (SLO: <66.500MB 📉 -16.2%) vs baseline: +4.9%

✅ appsec-telemetry

Time: ✅ 3.390ms (SLO: <4.750ms 📉 -28.6%) vs baseline: +0.7%

Memory: ✅ 55.471MB (SLO: <66.500MB 📉 -16.6%) vs baseline: +5.0%

✅ debugger

Time: ✅ 1.867ms (SLO: <2.000ms -6.7%) vs baseline: ~same

Memory: ✅ 47.975MB (SLO: <49.500MB -3.1%) vs baseline: +5.0%

✅ iast-get

Time: ✅ 1.854ms (SLO: <2.000ms -7.3%) vs baseline: ~same

Memory: ✅ 44.494MB (SLO: <49.000MB -9.2%) vs baseline: +4.5%

✅ profiler

Time: ✅ 1.907ms (SLO: <2.100ms -9.2%) vs baseline: ~same

Memory: ✅ 48.782MB (SLO: <50.000MB -2.4%) vs baseline: +4.8%

✅ resource-renaming

Time: ✅ 3.349ms (SLO: <3.650ms -8.2%) vs baseline: -0.2%

Memory: ✅ 55.374MB (SLO: <56.000MB 🟡 -1.1%) vs baseline: +4.8%

✅ tracer

Time: ✅ 3.365ms (SLO: <3.650ms -7.8%) vs baseline: ~same

Memory: ✅ 55.447MB (SLO: <56.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ tracer-native

Time: ✅ 3.369ms (SLO: <3.650ms -7.7%) vs baseline: ~same

Memory: ✅ 55.359MB (SLO: <60.000MB -7.7%) vs baseline: +4.7%

🟡 flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 2.062ms (SLO: <4.200ms 📉 -50.9%) vs baseline: +0.2%

Memory: ✅ 55.758MB (SLO: <66.000MB 📉 -15.5%) vs baseline: +4.7%

✅ iast-enabled

Time: ✅ 2.076ms (SLO: <2.800ms 📉 -25.9%) vs baseline: +0.5%

Memory: ✅ 55.797MB (SLO: <62.500MB 📉 -10.7%) vs baseline: +4.9%

✅ tracer-enabled

Time: ✅ 2.057ms (SLO: <2.250ms -8.6%) vs baseline: -0.2%

Memory: ✅ 55.738MB (SLO: <56.500MB 🟡 -1.3%) vs baseline: +4.8%

🟡 httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 80.763µs (SLO: <100.000µs 📉 -19.2%) vs baseline: -0.7%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ b3_headers

Time: ✅ 14.197µs (SLO: <20.000µs 📉 -29.0%) vs baseline: ~same

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.0%

✅ b3_single_headers

Time: ✅ 13.254µs (SLO: <20.000µs 📉 -33.7%) vs baseline: -0.5%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.1%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 63.703µs (SLO: <80.000µs 📉 -20.4%) vs baseline: -0.2%

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

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 69.373µs (SLO: <80.000µs 📉 -13.3%) vs baseline: +5.0%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.7%

✅ empty_headers

Time: ✅ 1.629µs (SLO: <10.000µs 📉 -83.7%) vs baseline: +1.3%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.8%

✅ full_t_id_datadog_headers

Time: ✅ 22.537µs (SLO: <30.000µs 📉 -24.9%) vs baseline: +0.3%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.6%

✅ invalid_priority_header

Time: ✅ 6.566µs (SLO: <10.000µs 📉 -34.3%) vs baseline: +0.8%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.7%

✅ invalid_span_id_header

Time: ✅ 6.536µs (SLO: <10.000µs 📉 -34.6%) vs baseline: -0.2%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ invalid_tags_header

Time: ✅ 6.518µs (SLO: <10.000µs 📉 -34.8%) vs baseline: +0.5%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.5%

✅ invalid_trace_id_header

Time: ✅ 6.521µs (SLO: <10.000µs 📉 -34.8%) vs baseline: +0.4%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.4%

✅ large_header_no_matches

Time: ✅ 27.593µs (SLO: <30.000µs -8.0%) vs baseline: -1.0%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.6%

✅ large_valid_headers_all

Time: ✅ 28.777µs (SLO: <40.000µs 📉 -28.1%) vs baseline: ~same

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.6%

✅ medium_header_no_matches

Time: ✅ 9.883µs (SLO: <20.000µs 📉 -50.6%) vs baseline: +0.6%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ medium_valid_headers_all

Time: ✅ 11.344µs (SLO: <20.000µs 📉 -43.3%) vs baseline: +0.5%

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

✅ none_propagation_style

Time: ✅ 1.728µs (SLO: <10.000µs 📉 -82.7%) vs baseline: +0.2%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.2%

✅ tracecontext_headers

Time: ✅ 34.770µs (SLO: <40.000µs 📉 -13.1%) vs baseline: -0.2%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.8%

✅ valid_headers_all

Time: ✅ 6.525µs (SLO: <10.000µs 📉 -34.8%) vs baseline: -0.1%

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

✅ valid_headers_basic

Time: ✅ 6.107µs (SLO: <10.000µs 📉 -38.9%) vs baseline: ~same

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.8%

✅ wsgi_empty_headers

Time: ✅ 1.623µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +1.1%

Memory: ✅ 34.721MB (SLO: <35.500MB -2.2%) vs baseline: +4.3%

✅ wsgi_invalid_priority_header

Time: ✅ 6.594µs (SLO: <10.000µs 📉 -34.1%) vs baseline: +0.6%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.0%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.617µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +0.2%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.8%

✅ wsgi_invalid_tags_header

Time: ✅ 6.587µs (SLO: <10.000µs 📉 -34.1%) vs baseline: +0.2%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.6%

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.618µs (SLO: <10.000µs 📉 -33.8%) vs baseline: +1.2%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.7%

✅ wsgi_large_header_no_matches

Time: ✅ 28.777µs (SLO: <40.000µs 📉 -28.1%) vs baseline: ~same

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.6%

✅ wsgi_large_valid_headers_all

Time: ✅ 29.806µs (SLO: <40.000µs 📉 -25.5%) vs baseline: ~same

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.1%

✅ wsgi_medium_header_no_matches

Time: ✅ 10.283µs (SLO: <20.000µs 📉 -48.6%) vs baseline: +0.2%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.3%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.642µs (SLO: <20.000µs 📉 -41.8%) vs baseline: ~same

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ wsgi_valid_headers_all

Time: ✅ 6.584µs (SLO: <10.000µs 📉 -34.2%) vs baseline: +0.5%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ wsgi_valid_headers_basic

Time: ✅ 6.160µs (SLO: <10.000µs 📉 -38.4%) vs baseline: +1.2%

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

🟡 httppropagationinject - 16/16

✅ ids_only

Time: ✅ 21.854µs (SLO: <30.000µs 📉 -27.2%) vs baseline: +4.7%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.7%

✅ with_all

Time: ✅ 27.619µs (SLO: <40.000µs 📉 -31.0%) vs baseline: +0.4%

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

✅ with_dd_origin

Time: ✅ 24.715µs (SLO: <30.000µs 📉 -17.6%) vs baseline: +0.3%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ with_priority_and_origin

Time: ✅ 24.016µs (SLO: <40.000µs 📉 -40.0%) vs baseline: +0.4%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.6%

✅ with_sampling_priority

Time: ✅ 20.998µs (SLO: <30.000µs 📉 -30.0%) vs baseline: +0.9%

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

✅ with_tags

Time: ✅ 25.734µs (SLO: <40.000µs 📉 -35.7%) vs baseline: -0.3%

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

✅ with_tags_invalid

Time: ✅ 27.299µs (SLO: <40.000µs 📉 -31.8%) vs baseline: -0.3%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.8%

✅ with_tags_max_size

Time: ✅ 26.226µs (SLO: <40.000µs 📉 -34.4%) vs baseline: +0.3%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.7%

🟡 otelspan - 22/22

✅ add-event

Time: ✅ 40.328ms (SLO: <47.150ms 📉 -14.5%) vs baseline: ~same

Memory: ✅ 39.550MB (SLO: <47.000MB 📉 -15.9%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 261.044ms (SLO: <344.800ms 📉 -24.3%) vs baseline: -0.2%

Memory: ✅ 43.868MB (SLO: <47.500MB -7.6%) vs baseline: +5.1%

✅ add-tags

Time: ✅ 317.810ms (SLO: <321.000ms 🟡 -1.0%) vs baseline: +0.3%

Memory: ✅ 43.719MB (SLO: <47.500MB -8.0%) vs baseline: +4.9%

✅ get-context

Time: ✅ 80.542ms (SLO: <92.350ms 📉 -12.8%) vs baseline: +0.2%

Memory: ✅ 39.776MB (SLO: <46.500MB 📉 -14.5%) vs baseline: +4.5%

✅ is-recording

Time: ✅ 38.003ms (SLO: <44.500ms 📉 -14.6%) vs baseline: ~same

Memory: ✅ 39.515MB (SLO: <47.500MB 📉 -16.8%) vs baseline: +4.9%

✅ record-exception

Time: ✅ 58.853ms (SLO: <67.650ms 📉 -13.0%) vs baseline: +0.1%

Memory: ✅ 40.071MB (SLO: <47.000MB 📉 -14.7%) vs baseline: +5.1%

✅ set-status

Time: ✅ 44.281ms (SLO: <50.400ms 📉 -12.1%) vs baseline: ~same

Memory: ✅ 39.539MB (SLO: <47.000MB 📉 -15.9%) vs baseline: +5.1%

✅ start

Time: ✅ 38.281ms (SLO: <43.450ms 📉 -11.9%) vs baseline: +2.7%

Memory: ✅ 39.482MB (SLO: <47.000MB 📉 -16.0%) vs baseline: +4.8%

✅ start-finish

Time: ✅ 82.781ms (SLO: <88.000ms -5.9%) vs baseline: ~same

Memory: ✅ 37.297MB (SLO: <46.500MB 📉 -19.8%) vs baseline: +4.5%

✅ start-finish-telemetry

Time: ✅ 84.269ms (SLO: <89.000ms -5.3%) vs baseline: +0.1%

Memory: ✅ 37.316MB (SLO: <46.500MB 📉 -19.8%) vs baseline: +4.8%

✅ update-name

Time: ✅ 38.990ms (SLO: <45.150ms 📉 -13.6%) vs baseline: +1.2%

Memory: ✅ 39.663MB (SLO: <47.000MB 📉 -15.6%) vs baseline: +4.9%

🟡 ratelimiter - 12/12

✅ defaults

Time: ✅ 2.367µs (SLO: <10.000µs 📉 -76.3%) vs baseline: +0.5%

Memory: ✅ 34.977MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +4.6%

✅ high_rate_limit

Time: ✅ 2.433µs (SLO: <10.000µs 📉 -75.7%) vs baseline: +0.7%

Memory: ✅ 35.134MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +5.1%

✅ long_window

Time: ✅ 2.361µs (SLO: <10.000µs 📉 -76.4%) vs baseline: +0.2%

Memory: ✅ 35.154MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +4.9%

✅ low_rate_limit

Time: ✅ 2.356µs (SLO: <10.000µs 📉 -76.4%) vs baseline: +0.7%

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +4.9%

✅ no_rate_limit

Time: ✅ 0.821µs (SLO: <10.000µs 📉 -91.8%) vs baseline: -0.4%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +4.9%

✅ short_window

Time: ✅ 2.480µs (SLO: <10.000µs 📉 -75.2%) vs baseline: -0.7%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +3.9%

🟡 recursivecomputation - 8/8

✅ deep

Time: ✅ 309.280ms (SLO: <320.950ms -3.6%) vs baseline: +0.2%

Memory: ✅ 35.979MB (SLO: <36.500MB 🟡 -1.4%) vs baseline: +4.9%

✅ deep-profiled

Time: ✅ 328.738ms (SLO: <359.150ms -8.5%) vs baseline: ~same

Memory: ✅ 39.813MB (SLO: <40.500MB 🟡 -1.7%) vs baseline: +4.9%

✅ medium

Time: ✅ 6.987ms (SLO: <7.400ms -5.6%) vs baseline: ~same

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.9%

✅ shallow

Time: ✅ 0.947ms (SLO: <1.050ms -9.9%) vs baseline: +1.2%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.0%

🟡 samplingrules - 8/8

✅ average_match

Time: ✅ 136.344µs (SLO: <290.000µs 📉 -53.0%) vs baseline: -0.3%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ high_match

Time: ✅ 175.233µs (SLO: <480.000µs 📉 -63.5%) vs baseline: +1.3%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.9%

✅ low_match

Time: ✅ 98.321µs (SLO: <120.000µs 📉 -18.1%) vs baseline: -1.1%

Memory: ✅ 603.503MB (SLO: <700.000MB 📉 -13.8%) vs baseline: +4.9%

✅ very_low_match

Time: ✅ 2.661ms (SLO: <8.500ms 📉 -68.7%) vs baseline: -0.4%

Memory: ✅ 71.004MB (SLO: <75.000MB -5.3%) vs baseline: +4.7%

🟡 sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.610µs (SLO: <20.000µs 📉 -46.9%) vs baseline: +0.5%

Memory: ✅ 35.586MB (SLO: <36.000MB 🟡 -1.1%) vs baseline: +4.7%

✅ all-enabled

Time: ✅ 41.006µs (SLO: <50.000µs 📉 -18.0%) vs baseline: +1.8%

Memory: ✅ 35.547MB (SLO: <36.000MB 🟡 -1.3%) vs baseline: +4.7%

✅ collectipvariant_exists

Time: ✅ 40.679µs (SLO: <50.000µs 📉 -18.6%) vs baseline: -0.5%

Memory: ✅ 35.389MB (SLO: <36.000MB 🟡 -1.7%) vs baseline: +4.0%

✅ no-collectipvariant

Time: ✅ 40.163µs (SLO: <50.000µs 📉 -19.7%) vs baseline: -0.3%

Memory: ✅ 35.271MB (SLO: <36.000MB -2.0%) vs baseline: +3.6%

✅ no-useragentvariant

Time: ✅ 38.677µs (SLO: <50.000µs 📉 -22.6%) vs baseline: -1.2%

Memory: ✅ 35.330MB (SLO: <36.000MB 🟡 -1.9%) vs baseline: +4.0%

✅ obfuscation-no-query

Time: ✅ 40.608µs (SLO: <50.000µs 📉 -18.8%) vs baseline: -0.1%

Memory: ✅ 35.488MB (SLO: <36.000MB 🟡 -1.4%) vs baseline: +4.3%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.988µs (SLO: <90.000µs 📉 -15.6%) vs baseline: +0.5%

Memory: ✅ 35.586MB (SLO: <36.500MB -2.5%) vs baseline: +4.3%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.619µs (SLO: <90.000µs 📉 -14.9%) vs baseline: +0.2%

Memory: ✅ 35.645MB (SLO: <36.500MB -2.3%) vs baseline: +4.7%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.460µs (SLO: <170.000µs -9.1%) vs baseline: +0.4%

Memory: ✅ 35.724MB (SLO: <36.500MB -2.1%) vs baseline: +5.0%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.570µs (SLO: <160.000µs -7.1%) vs baseline: ~same

Memory: ✅ 35.606MB (SLO: <36.500MB -2.5%) vs baseline: +4.6%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 154.947µs (SLO: <170.000µs -8.9%) vs baseline: ~same

Memory: ✅ 35.665MB (SLO: <36.500MB -2.3%) vs baseline: +4.9%

✅ useragentvariant_exists_1

Time: ✅ 39.596µs (SLO: <50.000µs 📉 -20.8%) vs baseline: +0.2%

Memory: ✅ 35.330MB (SLO: <36.000MB 🟡 -1.9%) vs baseline: +3.8%

✅ useragentvariant_exists_2

Time: ✅ 40.711µs (SLO: <50.000µs 📉 -18.6%) vs baseline: -0.4%

Memory: ✅ 35.468MB (SLO: <36.000MB 🟡 -1.5%) vs baseline: +4.1%

✅ useragentvariant_exists_3

Time: ✅ 40.142µs (SLO: <50.000µs 📉 -19.7%) vs baseline: -0.2%

Memory: ✅ 35.547MB (SLO: <36.000MB 🟡 -1.3%) vs baseline: +4.5%

✅ useragentvariant_not_exists_1

Time: ✅ 39.645µs (SLO: <50.000µs 📉 -20.7%) vs baseline: -0.4%

Memory: ✅ 35.429MB (SLO: <36.000MB 🟡 -1.6%) vs baseline: +4.0%

✅ useragentvariant_not_exists_2

Time: ✅ 39.593µs (SLO: <50.000µs 📉 -20.8%) vs baseline: -0.3%

Memory: ✅ 35.311MB (SLO: <36.000MB 🟡 -1.9%) vs baseline: +3.8%

🟡 span - 26/26

✅ add-event

Time: ✅ 18.098ms (SLO: <22.500ms 📉 -19.6%) vs baseline: -0.5%

Memory: ✅ 37.017MB (SLO: <53.000MB 📉 -30.2%) vs baseline: +5.0%

✅ add-metrics

Time: ✅ 88.469ms (SLO: <93.500ms -5.4%) vs baseline: +0.8%

Memory: ✅ 41.079MB (SLO: <53.000MB 📉 -22.5%) vs baseline: +5.0%

✅ add-tags

Time: ✅ 140.850ms (SLO: <155.000ms -9.1%) vs baseline: -1.0%

Memory: ✅ 41.085MB (SLO: <53.000MB 📉 -22.5%) vs baseline: +5.1%

✅ get-context

Time: ✅ 16.949ms (SLO: <20.500ms 📉 -17.3%) vs baseline: -0.3%

Memory: ✅ 36.761MB (SLO: <53.000MB 📉 -30.6%) vs baseline: +4.8%

✅ is-recording

Time: ✅ 17.142ms (SLO: <20.500ms 📉 -16.4%) vs baseline: -0.5%

Memory: ✅ 36.685MB (SLO: <53.000MB 📉 -30.8%) vs baseline: +4.4%

✅ record-exception

Time: ✅ 36.542ms (SLO: <40.000ms -8.6%) vs baseline: ~same

Memory: ✅ 37.329MB (SLO: <53.000MB 📉 -29.6%) vs baseline: +4.7%

✅ set-status

Time: ✅ 18.667ms (SLO: <22.000ms 📉 -15.2%) vs baseline: +0.2%

Memory: ✅ 36.703MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +4.8%

✅ start

Time: ✅ 17.321ms (SLO: <20.500ms 📉 -15.5%) vs baseline: +3.2%

Memory: ✅ 36.762MB (SLO: <53.000MB 📉 -30.6%) vs baseline: +4.6%

✅ start-finish

Time: ✅ 50.986ms (SLO: <52.500ms -2.9%) vs baseline: -0.2%

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

✅ start-finish-telemetry

Time: ✅ 52.272ms (SLO: <54.500ms -4.1%) vs baseline: ~same

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ start-finish-traceid128

Time: ✅ 53.963ms (SLO: <57.000ms -5.3%) vs baseline: -0.6%

Memory: ✅ 34.721MB (SLO: <35.500MB -2.2%) vs baseline: +4.6%

✅ start-traceid128

Time: ✅ 17.244ms (SLO: <22.500ms 📉 -23.4%) vs baseline: -0.1%

Memory: ✅ 36.723MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +5.0%

✅ update-name

Time: ✅ 17.356ms (SLO: <22.000ms 📉 -21.1%) vs baseline: +0.6%

Memory: ✅ 36.901MB (SLO: <53.000MB 📉 -30.4%) vs baseline: +5.0%

🟡 tracer - 6/6

✅ large

Time: ✅ 29.118ms (SLO: <32.950ms 📉 -11.6%) vs baseline: -0.2%

Memory: ✅ 35.940MB (SLO: <36.500MB 🟡 -1.5%) vs baseline: +5.1%

✅ medium

Time: ✅ 2.863ms (SLO: <3.200ms 📉 -10.5%) vs baseline: +0.2%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +5.0%

✅ small

Time: ✅ 331.902µs (SLO: <370.000µs 📉 -10.3%) vs baseline: +1.5%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.8%

⚠️ Unstable Tests (2 suites)
⚠️ coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.201µs (SLO: <20.000µs 📉 -34.0%) vs baseline: +0.1%

Memory: ✅ 34.701MB (SLO: <35.500MB -2.2%) vs baseline: +4.6%

✅ context_with_data_no_listeners

Time: ✅ 3.253µs (SLO: <10.000µs 📉 -67.5%) vs baseline: -0.6%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.9%

✅ get_item_exists

Time: ✅ 0.580µs (SLO: <10.000µs 📉 -94.2%) vs baseline: -0.1%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +5.0%

✅ get_item_missing

Time: ✅ 0.636µs (SLO: <10.000µs 📉 -93.6%) vs baseline: -0.4%

Memory: ✅ 34.721MB (SLO: <35.500MB -2.2%) vs baseline: +4.6%

✅ set_item

Time: ✅ 24.191µs (SLO: <30.000µs 📉 -19.4%) vs baseline: ~same

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +5.0%

⚠️ packagesupdateimporteddependencies - 24/24 (1 unstable)

✅ import_many

Time: ✅ 155.065µs (SLO: <170.000µs -8.8%) vs baseline: -0.3%

Memory: ✅ 39.643MB (SLO: <41.000MB -3.3%) vs baseline: +5.3%

✅ import_many_cached

Time: ✅ 121.130µs (SLO: <130.000µs -6.8%) vs baseline: ~same

Memory: ✅ 39.619MB (SLO: <41.000MB -3.4%) vs baseline: +5.0%

✅ import_many_stdlib

Time: ✅ 0.754ms (SLO: <1.750ms 📉 -56.9%) vs baseline: ~same

Memory: ✅ 39.659MB (SLO: <41.000MB -3.3%) vs baseline: +5.0%

⚠️ import_many_stdlib_cached

Time: ⚠️ 0.172ms (SLO: <1.100ms 📉 -84.4%) vs baseline: ~same

Memory: ✅ 39.616MB (SLO: <41.000MB -3.4%) vs baseline: +4.8%

✅ import_many_unknown

Time: ✅ 829.399µs (SLO: <890.000µs -6.8%) vs baseline: -0.3%

Memory: ✅ 39.826MB (SLO: <41.000MB -2.9%) vs baseline: +5.0%

✅ import_many_unknown_cached

Time: ✅ 795.256µs (SLO: <870.000µs -8.6%) vs baseline: +0.8%

Memory: ✅ 39.707MB (SLO: <41.000MB -3.2%) vs baseline: +4.7%

✅ import_one

Time: ✅ 19.802µs (SLO: <30.000µs 📉 -34.0%) vs baseline: +0.5%

Memory: ✅ 39.531MB (SLO: <41.000MB -3.6%) vs baseline: +4.9%

✅ import_one_cache

Time: ✅ 6.311µs (SLO: <10.000µs 📉 -36.9%) vs baseline: +0.5%

Memory: ✅ 39.496MB (SLO: <41.000MB -3.7%) vs baseline: +4.5%

✅ import_one_stdlib

Time: ✅ 18.632µs (SLO: <20.000µs -6.8%) vs baseline: -0.2%

Memory: ✅ 39.580MB (SLO: <41.000MB -3.5%) vs baseline: +4.9%

✅ import_one_stdlib_cache

Time: ✅ 6.271µs (SLO: <10.000µs 📉 -37.3%) vs baseline: -0.2%

Memory: ✅ 39.504MB (SLO: <41.000MB -3.6%) vs baseline: +4.6%

✅ import_one_unknown

Time: ✅ 45.132µs (SLO: <50.000µs -9.7%) vs baseline: -0.2%

Memory: ✅ 39.554MB (SLO: <41.000MB -3.5%) vs baseline: +4.3%

✅ import_one_unknown_cache

Time: ✅ 6.265µs (SLO: <10.000µs 📉 -37.3%) vs baseline: -0.2%

Memory: ✅ 39.687MB (SLO: <41.000MB -3.2%) vs baseline: +4.7%

✅ All Tests Passing (6 suites)
✅ iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 33.969µs (SLO: <40.000µs 📉 -15.1%) vs baseline: +6.8%

Memory: ✅ 38.712MB (SLO: <41.000MB -5.6%) vs baseline: +4.9%

✅ re_expand_noaspect

Time: ✅ 28.507µs (SLO: <40.000µs 📉 -28.7%) vs baseline: -0.3%

Memory: ✅ 38.692MB (SLO: <41.000MB -5.6%) vs baseline: +5.6%

✅ re_findall_aspect

Time: ✅ 2.896µs (SLO: <10.000µs 📉 -71.0%) vs baseline: -0.8%

Memory: ✅ 38.574MB (SLO: <41.000MB -5.9%) vs baseline: +4.8%

✅ re_findall_noaspect

Time: ✅ 1.404µs (SLO: <10.000µs 📉 -86.0%) vs baseline: -1.3%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.9%

✅ re_finditer_aspect

Time: ✅ 4.461µs (SLO: <10.000µs 📉 -55.4%) vs baseline: +1.3%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.2%

✅ re_finditer_noaspect

Time: ✅ 1.394µs (SLO: <10.000µs 📉 -86.1%) vs baseline: -0.5%

Memory: ✅ 38.614MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ re_fullmatch_aspect

Time: ✅ 2.667µs (SLO: <10.000µs 📉 -73.3%) vs baseline: -1.4%

Memory: ✅ 38.614MB (SLO: <41.000MB -5.8%) vs baseline: +5.2%

✅ re_fullmatch_noaspect

Time: ✅ 1.322µs (SLO: <10.000µs 📉 -86.8%) vs baseline: +1.4%

Memory: ✅ 38.574MB (SLO: <41.000MB -5.9%) vs baseline: +4.9%

✅ re_group_aspect

Time: ✅ 2.942µs (SLO: <10.000µs 📉 -70.6%) vs baseline: +0.5%

Memory: ✅ 38.673MB (SLO: <41.000MB -5.7%) vs baseline: +5.1%

✅ re_group_noaspect

Time: ✅ 1.629µs (SLO: <10.000µs 📉 -83.7%) vs baseline: +1.1%

Memory: ✅ 38.614MB (SLO: <41.000MB -5.8%) vs baseline: +4.8%

✅ re_groups_aspect

Time: ✅ 3.048µs (SLO: <10.000µs 📉 -69.5%) vs baseline: -0.3%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ re_groups_noaspect

Time: ✅ 1.702µs (SLO: <10.000µs 📉 -83.0%) vs baseline: ~same

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.9%

✅ re_match_aspect

Time: ✅ 2.741µs (SLO: <10.000µs 📉 -72.6%) vs baseline: +2.1%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ re_match_noaspect

Time: ✅ 1.326µs (SLO: <10.000µs 📉 -86.7%) vs baseline: +2.1%

Memory: ✅ 38.594MB (SLO: <41.000MB -5.9%) vs baseline: +4.7%

✅ re_search_aspect

Time: ✅ 2.556µs (SLO: <10.000µs 📉 -74.4%) vs baseline: +1.9%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ re_search_noaspect

Time: ✅ 1.199µs (SLO: <10.000µs 📉 -88.0%) vs baseline: ~same

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +4.9%

✅ re_sub_aspect

Time: ✅ 3.432µs (SLO: <10.000µs 📉 -65.7%) vs baseline: +1.1%

Memory: ✅ 38.516MB (SLO: <41.000MB -6.1%) vs baseline: +4.7%

✅ re_sub_noaspect

Time: ✅ 1.534µs (SLO: <10.000µs 📉 -84.7%) vs baseline: +0.5%

Memory: ✅ 38.614MB (SLO: <41.000MB -5.8%) vs baseline: +5.0%

✅ re_subn_aspect

Time: ✅ 3.636µs (SLO: <10.000µs 📉 -63.6%) vs baseline: +1.2%

Memory: ✅ 38.594MB (SLO: <41.000MB -5.9%) vs baseline: +4.8%

✅ re_subn_noaspect

Time: ✅ 1.607µs (SLO: <10.000µs 📉 -83.9%) vs baseline: +0.7%

Memory: ✅ 38.476MB (SLO: <41.000MB -6.2%) vs baseline: +4.5%

✅ iastaspects - 118/118

✅ add_aspect

Time: ✅ 0.383µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -0.3%

Memory: ✅ 38.597MB (SLO: <41.500MB -7.0%) vs baseline: +5.5%

✅ add_inplace_aspect

Time: ✅ 0.383µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -0.1%

Memory: ✅ 38.475MB (SLO: <41.500MB -7.3%) vs baseline: +4.8%

✅ add_inplace_noaspect

Time: ✅ 0.285µs (SLO: <10.000µs 📉 -97.2%) vs baseline: -2.3%

Memory: ✅ 38.550MB (SLO: <41.500MB -7.1%) vs baseline: +4.8%

✅ add_noaspect

Time: ✅ 0.353µs (SLO: <10.000µs 📉 -96.5%) vs baseline: -0.7%

Memory: ✅ 38.470MB (SLO: <41.500MB -7.3%) vs baseline: +4.4%

✅ bytearray_aspect

Time: ✅ 1.303µs (SLO: <10.000µs 📉 -87.0%) vs baseline: +0.6%

Memory: ✅ 38.454MB (SLO: <41.500MB -7.3%) vs baseline: +4.3%

✅ bytearray_extend_aspect

Time: ✅ 1.507µs (SLO: <10.000µs 📉 -84.9%) vs baseline: +0.5%

Memory: ✅ 38.628MB (SLO: <41.500MB -6.9%) vs baseline: +5.1%

✅ bytearray_extend_noaspect

Time: ✅ 0.619µs (SLO: <10.000µs 📉 -93.8%) vs baseline: +0.5%

Memory: ✅ 38.523MB (SLO: <41.500MB -7.2%) vs baseline: +4.6%

✅ bytearray_noaspect

Time: ✅ 0.486µs (SLO: <10.000µs 📉 -95.1%) vs baseline: +1.1%

Memory: ✅ 38.628MB (SLO: <41.500MB -6.9%) vs baseline: +5.0%

✅ bytes_aspect

Time: ✅ 1.262µs (SLO: <10.000µs 📉 -87.4%) vs baseline: -0.4%

Memory: ✅ 38.497MB (SLO: <41.500MB -7.2%) vs baseline: +4.9%

✅ bytes_noaspect

Time: ✅ 0.492µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.7%

Memory: ✅ 38.574MB (SLO: <41.500MB -7.1%) vs baseline: +5.1%

✅ bytesio_aspect

Time: ✅ 1.298µs (SLO: <10.000µs 📉 -87.0%) vs baseline: -0.4%

Memory: ✅ 38.541MB (SLO: <41.500MB -7.1%) vs baseline: +4.7%

✅ bytesio_noaspect

Time: ✅ 0.501µs (SLO: <10.000µs 📉 -95.0%) vs baseline: +0.3%

Memory: ✅ 38.673MB (SLO: <41.500MB -6.8%) vs baseline: +5.5%

✅ capitalize_aspect

Time: ✅ 0.735µs (SLO: <10.000µs 📉 -92.7%) vs baseline: -0.8%

Memory: ✅ 38.662MB (SLO: <41.500MB -6.8%) vs baseline: +5.0%

✅ capitalize_noaspect

Time: ✅ 0.438µs (SLO: <10.000µs 📉 -95.6%) vs baseline: +0.4%

Memory: ✅ 38.494MB (SLO: <41.500MB -7.2%) vs baseline: +5.2%

✅ casefold_aspect

Time: ✅ 0.731µs (SLO: <10.000µs 📉 -92.7%) vs baseline: -0.7%

Memory: ✅ 38.510MB (SLO: <41.500MB -7.2%) vs baseline: +4.8%

✅ casefold_noaspect

Time: ✅ 0.370µs (SLO: <10.000µs 📉 -96.3%) vs baseline: ~same

Memory: ✅ 38.588MB (SLO: <41.500MB -7.0%) vs baseline: +4.8%

✅ decode_aspect

Time: ✅ 0.727µs (SLO: <10.000µs 📉 -92.7%) vs baseline: ~same

Memory: ✅ 38.371MB (SLO: <41.500MB -7.5%) vs baseline: +4.1%

✅ decode_noaspect

Time: ✅ 0.423µs (SLO: <10.000µs 📉 -95.8%) vs baseline: +0.8%

Memory: ✅ 38.616MB (SLO: <41.500MB -7.0%) vs baseline: +4.9%

✅ encode_aspect

Time: ✅ 0.721µs (SLO: <10.000µs 📉 -92.8%) vs baseline: +1.5%

Memory: ✅ 38.504MB (SLO: <41.500MB -7.2%) vs baseline: +4.7%

✅ encode_noaspect

Time: ✅ 0.405µs (SLO: <10.000µs 📉 -96.0%) vs baseline: +0.9%

Memory: ✅ 38.531MB (SLO: <41.500MB -7.2%) vs baseline: +5.1%

✅ format_aspect

Time: ✅ 3.452µs (SLO: <10.000µs 📉 -65.5%) vs baseline: +0.9%

Memory: ✅ 38.608MB (SLO: <41.500MB -7.0%) vs baseline: +5.0%

✅ format_map_aspect

Time: ✅ 3.739µs (SLO: <10.000µs 📉 -62.6%) vs baseline: +4.8%

Memory: ✅ 38.727MB (SLO: <41.500MB -6.7%) vs baseline: +5.1%

✅ format_map_noaspect

Time: ✅ 0.833µs (SLO: <10.000µs 📉 -91.7%) vs baseline: +1.9%

Memory: ✅ 38.392MB (SLO: <41.500MB -7.5%) vs baseline: +4.8%

✅ format_noaspect

Time: ✅ 0.600µs (SLO: <10.000µs 📉 -94.0%) vs baseline: +0.4%

Memory: ✅ 38.507MB (SLO: <41.500MB -7.2%) vs baseline: +4.9%

✅ index_aspect

Time: ✅ 0.347µs (SLO: <10.000µs 📉 -96.5%) vs baseline: +1.2%

Memory: ✅ 38.603MB (SLO: <41.500MB -7.0%) vs baseline: +4.8%

✅ index_noaspect

Time: ✅ 0.316µs (SLO: <10.000µs 📉 -96.8%) vs baseline: +0.1%

Memory: ✅ 38.508MB (SLO: <41.500MB -7.2%) vs baseline: +5.2%

✅ join_aspect

Time: ✅ 1.312µs (SLO: <10.000µs 📉 -86.9%) vs baseline: +1.4%

Memory: ✅ 38.689MB (SLO: <41.500MB -6.8%) vs baseline: +5.3%

✅ join_noaspect

Time: ✅ 0.535µs (SLO: <10.000µs 📉 -94.6%) vs baseline: +1.0%

Memory: ✅ 38.420MB (SLO: <41.500MB -7.4%) vs baseline: +4.4%

✅ ljust_aspect

Time: ✅ 2.539µs (SLO: <20.000µs 📉 -87.3%) vs baseline: +0.6%

Memory: ✅ 38.675MB (SLO: <41.500MB -6.8%) vs baseline: +5.4%

✅ ljust_noaspect

Time: ✅ 0.406µs (SLO: <10.000µs 📉 -95.9%) vs baseline: -0.5%

Memory: ✅ 38.472MB (SLO: <41.500MB -7.3%) vs baseline: +4.9%

✅ lower_aspect

Time: ✅ 2.194µs (SLO: <10.000µs 📉 -78.1%) vs baseline: -1.1%

Memory: ✅ 38.460MB (SLO: <41.500MB -7.3%) vs baseline: +4.6%

✅ lower_noaspect

Time: ✅ 0.377µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +1.4%

Memory: ✅ 38.520MB (SLO: <41.500MB -7.2%) vs baseline: +4.7%

✅ lstrip_aspect

Time: ✅ 2.194µs (SLO: <20.000µs 📉 -89.0%) vs baseline: +0.3%

Memory: ✅ 38.505MB (SLO: <41.500MB -7.2%) vs baseline: +4.7%

✅ lstrip_noaspect

Time: ✅ 0.381µs (SLO: <10.000µs 📉 -96.2%) vs baseline: ~same

Memory: ✅ 38.574MB (SLO: <41.500MB -7.1%) vs baseline: +5.2%

✅ modulo_aspect

Time: ✅ 0.981µs (SLO: <10.000µs 📉 -90.2%) vs baseline: +0.2%

Memory: ✅ 38.615MB (SLO: <41.500MB -7.0%) vs baseline: +5.3%

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 1.513µs (SLO: <10.000µs 📉 -84.9%) vs baseline: +2.0%

Memory: ✅ 38.612MB (SLO: <41.500MB -7.0%) vs baseline: +4.7%

✅ modulo_aspect_for_bytes

Time: ✅ 0.966µs (SLO: <10.000µs 📉 -90.3%) vs baseline: +1.1%

Memory: ✅ 38.512MB (SLO: <41.500MB -7.2%) vs baseline: +5.0%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 1.180µs (SLO: <10.000µs 📉 -88.2%) vs baseline: ~same

Memory: ✅ 38.534MB (SLO: <41.500MB -7.1%) vs baseline: +5.2%

✅ modulo_noaspect

Time: ✅ 0.676µs (SLO: <10.000µs 📉 -93.2%) vs baseline: +1.6%

Memory: ✅ 38.606MB (SLO: <41.500MB -7.0%) vs baseline: +4.9%

✅ replace_aspect

Time: ✅ 5.048µs (SLO: <10.000µs 📉 -49.5%) vs baseline: +2.8%

Memory: ✅ 38.586MB (SLO: <41.500MB -7.0%) vs baseline: +4.6%

✅ replace_noaspect

Time: ✅ 0.464µs (SLO: <10.000µs 📉 -95.4%) vs baseline: -0.7%

Memory: ✅ 38.590MB (SLO: <41.500MB -7.0%) vs baseline: +4.9%

✅ repr_aspect

Time: ✅ 0.961µs (SLO: <10.000µs 📉 -90.4%) vs baseline: +1.4%

Memory: ✅ 38.495MB (SLO: <41.500MB -7.2%) vs baseline: +4.1%

✅ repr_noaspect

Time: ✅ 0.461µs (SLO: <10.000µs 📉 -95.4%) vs baseline: +1.3%

Memory: ✅ 38.360MB (SLO: <41.500MB -7.6%) vs baseline: +4.5%

✅ rstrip_aspect

Time: ✅ 1.873µs (SLO: <20.000µs 📉 -90.6%) vs baseline: +1.9%

Memory: ✅ 38.586MB (SLO: <41.500MB -7.0%) vs baseline: +5.3%

✅ rstrip_noaspect

Time: ✅ 0.382µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -1.8%

Memory: ✅ 38.398MB (SLO: <41.500MB -7.5%) vs baseline: +4.3%

✅ slice_aspect

Time: ✅ 0.484µs (SLO: <10.000µs 📉 -95.2%) vs baseline: -0.7%

Memory: ✅ 38.538MB (SLO: <41.500MB -7.1%) vs baseline: +5.1%

✅ slice_noaspect

Time: ✅ 0.451µs (SLO: <10.000µs 📉 -95.5%) vs baseline: +0.2%

Memory: ✅ 38.451MB (SLO: <41.500MB -7.3%) vs baseline: +4.4%

✅ stringio_aspect

Time: ✅ 1.682µs (SLO: <10.000µs 📉 -83.2%) vs baseline: +0.4%

Memory: ✅ 38.445MB (SLO: <41.500MB -7.4%) vs baseline: +5.0%

✅ stringio_noaspect

Time: ✅ 0.918µs (SLO: <10.000µs 📉 -90.8%) vs baseline: ~same

Memory: ✅ 38.445MB (SLO: <41.500MB -7.4%) vs baseline: +4.8%

✅ strip_aspect

Time: ✅ 2.174µs (SLO: <20.000µs 📉 -89.1%) vs baseline: -0.6%

Memory: ✅ 38.360MB (SLO: <41.500MB -7.6%) vs baseline: +4.3%

✅ strip_noaspect

Time: ✅ 0.382µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -1.2%

Memory: ✅ 38.535MB (SLO: <41.500MB -7.1%) vs baseline: +5.1%

✅ swapcase_aspect

Time: ✅ 2.419µs (SLO: <10.000µs 📉 -75.8%) vs baseline: +0.7%

Memory: ✅ 38.554MB (SLO: <41.500MB -7.1%) vs baseline: +5.5%

✅ swapcase_noaspect

Time: ✅ 0.547µs (SLO: <10.000µs 📉 -94.5%) vs baseline: +1.3%

Memory: ✅ 38.633MB (SLO: <41.500MB -6.9%) vs baseline: +5.1%

✅ title_aspect

Time: ✅ 2.354µs (SLO: <10.000µs 📉 -76.5%) vs baseline: ~same

Memory: ✅ 38.412MB (SLO: <41.500MB -7.4%) vs baseline: +4.8%

✅ title_noaspect

Time: ✅ 0.505µs (SLO: <10.000µs 📉 -95.0%) vs baseline: -1.1%

Memory: ✅ 38.569MB (SLO: <41.500MB -7.1%) vs baseline: +5.1%

✅ translate_aspect

Time: ✅ 3.286µs (SLO: <10.000µs 📉 -67.1%) vs baseline: +2.7%

Memory: ✅ 38.625MB (SLO: <41.500MB -6.9%) vs baseline: +5.3%

✅ translate_noaspect

Time: ✅ 1.040µs (SLO: <10.000µs 📉 -89.6%) vs baseline: ~same

Memory: ✅ 38.583MB (SLO: <41.500MB -7.0%) vs baseline: +4.7%

✅ upper_aspect

Time: ✅ 2.216µs (SLO: <10.000µs 📉 -77.8%) vs baseline: -0.9%

Memory: ✅ 38.486MB (SLO: <41.500MB -7.3%) vs baseline: +5.0%

✅ upper_noaspect

Time: ✅ 0.379µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +1.5%

Memory: ✅ 38.535MB (SLO: <41.500MB -7.1%) vs baseline: +4.9%

✅ iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 1.346µs (SLO: <10.000µs 📉 -86.5%) vs baseline: -3.9%

Memory: ✅ 38.574MB (SLO: <41.000MB -5.9%) vs baseline: +4.7%

✅ rsplit_noaspect

Time: ✅ 0.582µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +0.8%

Memory: ✅ 38.535MB (SLO: <41.000MB -6.0%) vs baseline: +4.8%

✅ split_aspect

Time: ✅ 1.338µs (SLO: <10.000µs 📉 -86.6%) vs baseline: -2.2%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.8%

✅ split_noaspect

Time: ✅ 0.569µs (SLO: <10.000µs 📉 -94.3%) vs baseline: ~same

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.6%

✅ splitlines_aspect

Time: ✅ 1.325µs (SLO: <10.000µs 📉 -86.8%) vs baseline: -3.8%

Memory: ✅ 38.633MB (SLO: <41.000MB -5.8%) vs baseline: +5.2%

✅ splitlines_noaspect

Time: ✅ 0.588µs (SLO: <10.000µs 📉 -94.1%) vs baseline: +0.4%

Memory: ✅ 38.555MB (SLO: <41.000MB -6.0%) vs baseline: +4.9%

✅ iastpropagation - 8/8

✅ no-propagation

Time: ✅ 48.375µs (SLO: <60.000µs 📉 -19.4%) vs baseline: -0.6%

Memory: ✅ 38.181MB (SLO: <42.000MB -9.1%) vs baseline: +4.7%

✅ propagation_enabled

Time: ✅ 137.047µs (SLO: <190.000µs 📉 -27.9%) vs baseline: +0.2%

Memory: ✅ 38.201MB (SLO: <42.000MB -9.0%) vs baseline: +5.1%

✅ propagation_enabled_100

Time: ✅ 1.601ms (SLO: <2.300ms 📉 -30.4%) vs baseline: +1.8%

Memory: ✅ 38.280MB (SLO: <42.000MB -8.9%) vs baseline: +5.0%

✅ propagation_enabled_1000

Time: ✅ 29.085ms (SLO: <34.550ms 📉 -15.8%) vs baseline: -0.2%

Memory: ✅ 38.103MB (SLO: <42.000MB -9.3%) vs baseline: +4.4%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.415ms (SLO: <42.000ms -3.8%) vs baseline: +0.5%

Memory: ✅ 37.513MB (SLO: <39.000MB -3.8%) vs baseline: +4.7%

✅ add-link

Time: ✅ 36.244ms (SLO: <38.550ms -6.0%) vs baseline: ~same

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ add-metrics

Time: ✅ 218.389ms (SLO: <232.000ms -5.9%) vs baseline: +0.3%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +5.0%

✅ add-tags

Time: ✅ 210.939ms (SLO: <221.600ms -4.8%) vs baseline: -0.5%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.9%

✅ get-context

Time: ✅ 29.513ms (SLO: <31.300ms -5.7%) vs baseline: +1.2%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +5.1%

✅ is-recording

Time: ✅ 29.313ms (SLO: <31.000ms -5.4%) vs baseline: +0.5%

Memory: ✅ 37.572MB (SLO: <39.000MB -3.7%) vs baseline: +4.5%

✅ record-exception

Time: ✅ 62.879ms (SLO: <65.850ms -4.5%) vs baseline: -0.4%

Memory: ✅ 37.611MB (SLO: <39.000MB -3.6%) vs baseline: +5.0%

✅ set-status

Time: ✅ 32.091ms (SLO: <34.150ms -6.0%) vs baseline: +0.5%

Memory: ✅ 37.611MB (SLO: <39.000MB -3.6%) vs baseline: +4.6%

✅ start

Time: ✅ 29.432ms (SLO: <30.150ms -2.4%) vs baseline: +1.6%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +5.0%

✅ start-finish

Time: ✅ 34.013ms (SLO: <35.350ms -3.8%) vs baseline: +0.5%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +5.0%

✅ start-finish-telemetry

Time: ✅ 34.092ms (SLO: <35.450ms -3.8%) vs baseline: +0.4%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.8%

✅ update-name

Time: ✅ 31.181ms (SLO: <33.400ms -6.6%) vs baseline: -0.1%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.7%

✅ packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 344.391ms (SLO: <354.300ms -2.8%) vs baseline: -0.8%

Memory: ✅ 40.438MB (SLO: <41.500MB -2.6%) vs baseline: +4.4%

✅ cache_on

Time: ✅ 0.382µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +0.2%

Memory: ✅ 39.247MB (SLO: <41.000MB -4.3%) vs baseline: +3.1%

ℹ️ Scenarios Missing SLO Configuration (10 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

Kyle-Verhoog
Kyle-Verhoog approved these changes Dec 10, 2025
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just one suggestion on the log line 🚢

@ncybul @Kyle-Verhoog
Update ddtrace/llmobs/_llmobs.py
c1fea00 
Co-authored-by: kyle <kyle@verhoog.ca>
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@ncybul @Kyle-Verhoog