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feat(data-pipeline): emit native trace export telemetry - #2338

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gh-worker-dd-mergequeue-cf854d[bot] merged 8 commits into
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codex/trace-export-telemetry-metrics
Sep 2, 2026
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feat(data-pipeline): emit native trace export telemetry#2338
gh-worker-dd-mergequeue-cf854d[bot] merged 8 commits into
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codex/trace-export-telemetry-metrics

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@mabdinur

@mabdinur mabdinur commented Aug 10, 2026

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Summary

Follow-up to DataDog/dd-trace-py#18967. When dd-trace-py uses NativeWriter, libdatadog owns trace serialization and export, so it must emit the same writer telemetry.

This covers every native trace export path:

  • Agentless JSON
  • Agent v0.4, v0.5, and v1 msgpack
  • OTLP JSON and protobuf

Metrics

  • spans_enqueued_for_serialization when spans enter the native export pipeline
  • spans_dropped with reason:serialization_error when serialization definitively fails
  • spans_dropped with reason:api_error when transport definitively fails
  • Existing trace_api.* and trace-chunk telemetry extended to agentless and OTLP export

Pre-send serialization failures count both affected trace chunks and spans. Transport failures retain the existing chunk-drop reason while recording the corresponding span drop as api_error.

Retry and byte accounting

Transport helpers invoke a crate-internal observer once after the retry loop with the final SendWithRetryResult:

  • trace_api.requests reflects the total number of HTTP attempts.
  • Response, error, chunk, and span outcomes are recorded once per payload.
  • Retries never multiply chunk or span drop counts.

Existing send_agentless_traces_http, send_otlp_traces_http, and send_with_retry signatures and error behavior remain unchanged. The additive send_with_retry_and_size helper also returns the final post-compression payload size for agentless byte telemetry, matching the bytes placed on the wire without recompressing the payload.

Test plan

  • cargo check -p libdd-data-pipeline
  • cargo check -p libdd-data-pipeline --no-default-features
  • cargo +stable clippy -p libdd-data-pipeline --all-targets -- -D warnings
  • cargo +stable clippy -p libdd-data-pipeline --all-targets --features compression -- -D warnings
  • cargo +stable clippy -p libdd-trace-utils --all-targets --features compression -- -D warnings
  • cargo nextest run -p libdd-data-pipeline (169 passed)
  • cargo nextest run -p libdd-data-pipeline --features compression (169 passed)
  • cargo nextest run -p libdd-trace-utils --features compression (336 passed)
  • cargo test -p libdd-data-pipeline --doc (2 passed)
  • cargo test -p libdd-trace-utils --features compression --doc (30 passed, 1 ignored)
  • cargo +nightly-2026-07-26 fmt --all -- --check
  • git diff --check

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Benchmarks

Comparison

Benchmark execution time: 2026-09-01 04:20:31

Comparing candidate commit 329ccdf in PR branch codex/trace-export-telemetry-metrics with baseline commit 8c3d06b in branch main.

Found 2 performance improvements and 0 performance regressions! Performance is the same for 139 metrics, 0 unstable metrics.

Explanation

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

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

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

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

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

More details about the CI and significant changes

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

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

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

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

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

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

scenario:msgpack_decoder::v05/high_sharing/200

  • 🟩 execution_time [-9.810µs; -9.678µs] or [-5.836%; -5.758%]
  • 🟩 throughput [+72720.178op/s; +73723.426op/s] or [+6.112%; +6.196%]

Benchmark execution time: 2026-09-01 04:16:59

Comparing candidate commit 329ccdf in PR branch codex/trace-export-telemetry-metrics with baseline commit 8c3d06b in branch main.

Found 2 performance improvements and 1 performance regressions! Performance is the same for 72 metrics, 10 unstable metrics.

Explanation

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

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

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

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

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

More details about the CI and significant changes

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

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

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

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

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

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

scenario:glob_matcher/ascii_wildcard_star_match/wall_time

  • 🟥 execution_time [+1.763ns; +1.782ns] or [+4.781%; +4.831%]

scenario:trace_buffer/2_senders/no_delay

  • 🟩 execution_time [-89.048µs; -72.839µs] or [-5.437%; -4.447%]
  • 🟩 throughput [+51295.547op/s; +62597.991op/s] or [+4.664%; +5.692%]

Candidate

Omitted due to size.

Baseline

Omitted due to size.

@datadog-datadog-prod-us1

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Tests

🎉 All green!

🧪 All tests passed
❄️ No new flaky tests detected

🎯 Code Coverage (details)
Patch Coverage: 83.33%
Overall Coverage: 76.92% (-0.03%)

This comment will be updated automatically if new data arrives.
🔗 Commit SHA: 329ccdf | Docs | View more details | Give us feedback!

@dd-octo-sts

dd-octo-sts Bot commented Aug 10, 2026

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Artifact Size Benchmark Report

aarch64-alpine-linux-musl
Artifact Baseline Commit Change
/aarch64-alpine-linux-musl/lib/libdatadog_profiling.a 90.77 MB 90.86 MB +.09% (+87.17 KB) 🔍
/aarch64-alpine-linux-musl/lib/libdatadog_profiling.so 8.39 MB 8.39 MB 0% (0 B) 👌
aarch64-unknown-linux-gnu
Artifact Baseline Commit Change
/aarch64-unknown-linux-gnu/lib/libdatadog_profiling.a 101.99 MB 102.07 MB +.08% (+86.91 KB) 🔍
/aarch64-unknown-linux-gnu/lib/libdatadog_profiling.so 11.29 MB 11.29 MB +.03% (+3.61 KB) 🔍
libdatadog-x64-windows
Artifact Baseline Commit Change
/libdatadog-x64-windows/debug/dynamic/datadog_profiling_ffi.dll 27.03 MB 27.07 MB +.13% (+37.00 KB) 🔍
/libdatadog-x64-windows/debug/dynamic/datadog_profiling_ffi.lib 96.08 KB 96.08 KB 0% (0 B) 👌
/libdatadog-x64-windows/debug/dynamic/datadog_profiling_ffi.pdb 181.70 MB 181.94 MB +.12% (+240.00 KB) 🔍
/libdatadog-x64-windows/debug/static/datadog_profiling_ffi.lib 766.69 MB 768.24 MB +.20% (+1.54 MB) 🔍
/libdatadog-x64-windows/release/dynamic/datadog_profiling_ffi.dll 8.91 MB 8.95 MB +.41% (+37.50 KB) 🔍
/libdatadog-x64-windows/release/dynamic/datadog_profiling_ffi.lib 96.08 KB 96.08 KB 0% (0 B) 👌
/libdatadog-x64-windows/release/dynamic/datadog_profiling_ffi.pdb 26.05 MB 26.07 MB +.08% (+24.00 KB) 🔍
/libdatadog-x64-windows/release/static/datadog_profiling_ffi.lib 51.84 MB 51.93 MB +.17% (+91.60 KB) 🔍
libdatadog-x86-windows
Artifact Baseline Commit Change
/libdatadog-x86-windows/debug/dynamic/datadog_profiling_ffi.dll 23.57 MB 23.60 MB +.12% (+30.00 KB) 🔍
/libdatadog-x86-windows/debug/dynamic/datadog_profiling_ffi.lib 97.58 KB 97.58 KB 0% (0 B) 👌
/libdatadog-x86-windows/debug/dynamic/datadog_profiling_ffi.pdb 186.76 MB 187.02 MB +.13% (+264.00 KB) 🔍
/libdatadog-x86-windows/debug/static/datadog_profiling_ffi.lib 754.57 MB 755.32 MB +.10% (+773.42 KB) 🔍
/libdatadog-x86-windows/release/dynamic/datadog_profiling_ffi.dll 6.88 MB 6.91 MB +.32% (+23.00 KB) 🔍
/libdatadog-x86-windows/release/dynamic/datadog_profiling_ffi.lib 97.58 KB 97.58 KB 0% (0 B) 👌
/libdatadog-x86-windows/release/dynamic/datadog_profiling_ffi.pdb 28.00 MB 28.02 MB +.08% (+24.00 KB) 🔍
/libdatadog-x86-windows/release/static/datadog_profiling_ffi.lib 49.34 MB 49.41 MB +.14% (+74.72 KB) 🔍
x86_64-alpine-linux-musl
Artifact Baseline Commit Change
/x86_64-alpine-linux-musl/lib/libdatadog_profiling.a 80.93 MB 81.02 MB +.10% (+87.11 KB) 🔍
/x86_64-alpine-linux-musl/lib/libdatadog_profiling.so 9.33 MB 9.34 MB +.12% (+12.00 KB) 🔍
x86_64-unknown-linux-gnu
Artifact Baseline Commit Change
/x86_64-unknown-linux-gnu/lib/libdatadog_profiling.a 96.69 MB 96.78 MB +.08% (+88.76 KB) 🔍
/x86_64-unknown-linux-gnu/lib/libdatadog_profiling.so 11.37 MB 11.38 MB +.13% (+15.60 KB) 🔍

@mabdinur
mabdinur marked this pull request as ready for review August 19, 2026 14:08
@mabdinur
mabdinur requested review from a team as code owners August 19, 2026 14:08
@mabdinur
mabdinur requested review from vpellan and removed request for a team August 19, 2026 14:08

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Comment thread libdd-data-pipeline/src/agentless/exporter.rs Outdated
Comment thread libdd-data-pipeline/src/trace_exporter/mod.rs Outdated
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/merge

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/merge

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/merge

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gh-worker-dd-mergequeue-cf854d Bot merged commit 1887a57 into main Sep 2, 2026
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gh-worker-dd-mergequeue-cf854d Bot deleted the codex/trace-export-telemetry-metrics branch September 2, 2026 08:34
hoolioh added a commit that referenced this pull request Sep 8, 2026
…ker, libdd-data-pipeline, li... (#2482)

# Release proposal for libdd-capabilities-impl, libdd-crashtracker,
libdd-data-pipeline, libdd-ddsketch, libdd-ffe, libdd-http-client,
libdd-ipc, libdd-library-config, libdd-live-debugger,
libdd-otel-thread-ctx, libdd-remote-config, libdd-shared-runtime,
libdd-telemetry, libdd-trace-utils, libdd-tracer-flare and their
dependencies

This PR contains version bumps based on public API changes and commits
since last release.


### ⚠️ Crates left out of this proposal affected by its major
bumps

These publishable workspace crates are not part of this release but
their dependency requirement was rewritten on this branch while their
published version still requires the old major. If they are a dependency
on your deployment not including them in the release could result in
duplicate packages or symbol incompatibility.

- `libdd-common` `5.2.0` → `6.0.0` affects: `libdd-profiling`,
`libdd-sampling`
- `libdd-trace-utils` `11.0.0` → `12.0.0` affects: `libdd-sampling`

## libdd-capabilities
**Next version:** `3.0.1`
**Semver bump:** `patch`
**Tag:** `libdd-capabilities-v3.0.1`

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- feat: do not entirely disable connection pooling for periodic
connections (#2440)

## libdd-common
**Next version:** `6.0.0`
**Semver bump:** `major`
**Tag:** `libdd-common-v6.0.0`

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- feat: do not entirely disable connection pooling for periodic
connections (#2440)
- feat(data-pipeline)!: add agentless stats export (#2309)
- feat(data-pipeline): add runtime-independent agentless sending (#2389)
- feat(common)!: add HTTPS_PROXY support for hyper_backend (#2421)

## libdd-ipc-macros
**Next version:** `1.0.1`
**Semver bump:** `patch`
**Tag:** `libdd-ipc-macros-v1.0.1`

### Commits

- feat(sidecar)!: support appsec helper-rust integration with sidecar
(#2310)

## libdd-otel-thread-ctx
**Next version:** `1.1.0`
**Semver bump:** `minor`
**Tag:** `libdd-otel-thread-ctx-v1.1.0`

### Commits

- feat(otel-thread-ctx): add update-and-attach operation (#2443)

## libdd-tinybytes
**Next version:** `1.1.3`
**Semver bump:** `patch`
**Tag:** `libdd-tinybytes-v1.1.3`

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)

## libdd-capabilities-impl
**Next version:** `5.0.0`
**Semver bump:** `major`
**Tag:** `libdd-capabilities-impl-v5.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.1.1 → ^6.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- feat: do not entirely disable connection pooling for periodic
connections (#2440)
- feat(data-pipeline): add runtime-independent agentless sending (#2389)

## libdd-http-client
**Next version:** `2.0.0`
**Semver bump:** `major`
**Tag:** `libdd-http-client-v2.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.1.1 → ^6.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- feat(data-pipeline): add runtime-independent agentless sending (#2389)
- feat(common)!: add HTTPS_PROXY support for hyper_backend (#2421)

## libdd-remote-config
**Next version:** `5.0.0`
**Semver bump:** `major`
**Tag:** `libdd-remote-config-v5.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0

### Commits

- fix(remote-config): refresh fetcher identity (#2469)
- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- fix(remote-config): reuse injected sleep capability (#2429)

## libdd-shared-runtime
**Next version:** `4.0.0`
**Semver bump:** `major`
**Tag:** `libdd-shared-runtime-v4.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0

### Commits

- fix(shared-runtime): allow disabling worker fork restart (#2464)

## libdd-trace-utils
**Next version:** `12.0.0`
**Semver bump:** `major`
**Tag:** `libdd-trace-utils-v12.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0

### Commits

- feat(trace-utils): add v1-native JSON log encoder brick (#2371)
- feat(trace-utils): add v1-native agentless JSON encoder brick (#2370)
- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- fix(trace-stats): read OTel HTTP names for the status and method
dimensions (#2323)
- feat(data-pipeline): emit native trace export telemetry (#2338)
- feat(data-pipeline)!: add agentless stats export (#2309)
- fix(trace-utils): use vec map dedup when serializing (#2422)
- feat(data-pipeline): add runtime-independent agentless sending (#2389)
- fix(compression): align zstd behavior across targets (#2400)
- feat(trace-utils)!: add from owned to SpanText (#2403)

## libdd-ffe
**Next version:** `2.0.0`
**Semver bump:** `major`
**Tag:** `libdd-ffe-v2.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.1.1 → ^6.0.0
- `libdd-remote-config`: ^3.0.0 → ^4.1.0
- `libdd-trace-protobuf`: ^4.0.1 → ^5.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- feat(ffe): support arbitrary semver core parts (#2413)
- feat(ffe)!: send the split serial id on exposure events [EX-3425]
(#2402)
- feat(ffe): expose observeFullEvaluationData config-level FFI getter
(#2373)
- fix(ffe): report rejected flags as parse errors (#2339)
- test: skip/shorten slow miri jobs (#2331)

## libdd-dogstatsd-client
**Next version:** `6.0.0`
**Semver bump:** `major`
**Tag:** `libdd-dogstatsd-client-v6.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)

## libdd-telemetry
**Next version:** `8.0.0`
**Semver bump:** `major`
**Tag:** `libdd-telemetry-v8.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- refactor(telemetry): avoid doing two separate http requests in stop
telemetry (#2435)

## libdd-trace-obfuscation
**Next version:** `8.0.0`
**Semver bump:** `major`
**Tag:** `libdd-trace-obfuscation-v8.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0
- `libdd-trace-utils`: ^11.0.0 → ^12.0.0

### Commits

- fix(trace-obfuscation): scan all span meta for credit-card obfuscation
(#2472)
- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- feat(data-pipeline)!: Obfuscate v04 spans in agentless context (#2418)

## libdd-tracer-flare
**Next version:** `3.0.0`
**Semver bump:** `major`
**Tag:** `libdd-tracer-flare-v3.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0
- `libdd-trace-utils`: ^11.0.0 → ^12.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)

## libdd-crashtracker
**Next version:** `3.0.0`
**Semver bump:** `major`
**Tag:** `libdd-crashtracker-v3.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- fix(crashtracking): filter out frames above faulting frame (#2428)
- feat(sidecar)!: support appsec helper-rust integration with sidecar
(#2310)
- chore(crashtracking): use RAII remote ptrace API (#2416)
- chore(crashtracking): bump libdd-libunwind-sys to v1.0.3 (#2414)

## libdd-data-pipeline-core
**Next version:** `1.0.0`
**Semver bump:** `major`
**Tag:** `libdd-data-pipeline-core-v1.0.0`

**Warning:** this is an initial release. Please verify that the version
and commits included are correct.


## libdd-trace-stats
**Next version:** `9.0.0`
**Semver bump:** `major`
**Tag:** `libdd-trace-stats-v9.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0
- `libdd-trace-obfuscation`: ^7.0.0 → ^8.0.0
- `libdd-trace-utils`: ^11.0.0 → ^12.0.0

### Commits

- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- fix(trace-stats): read OTel HTTP names for the status and method
dimensions (#2323)
- feat(data-pipeline)!: add agentless stats export (#2309)
- feat(trace-utils)!: add from owned to SpanText (#2403)

## libdd-data-pipeline
**Next version:** `10.0.0`
**Semver bump:** `major`
**Tag:** `libdd-data-pipeline-v10.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0
- `libdd-trace-obfuscation`: ^7.0.0 → ^8.0.0
- `libdd-trace-stats`: ^8.0.0 → ^9.0.0
- `libdd-trace-utils`: ^11.0.0 → ^12.0.0

### Commits

- feat(trace-utils): add v1-native JSON log encoder brick (#2371)
- chore: prepare crate for publishing (#2466)
- refactor: migrate HTTP & networking deps to workspace level (phase
4bis) (#2350)
- fix(trace-stats): read OTel HTTP names for the status and method
dimensions (#2323)
- fix(data-pipeline): pass obfuscation config to OTLP stats (#2444)
- feat(data-pipeline): emit native trace export telemetry (#2338)
- feat(data-pipeline): add fork-safe OTLP gRPC trace transport (#2273)
- feat(data-pipeline)!: add agentless stats export (#2309)
- feat(data-pipeline)!: Obfuscate v04 spans in agentless context (#2418)
- feat(data-pipeline): add runtime-independent agentless sending (#2389)
- feat(trace-utils)!: add from owned to SpanText (#2403)

## libdd-ipc
**Next version:** `2.0.0`
**Semver bump:** `major`
**Tag:** `libdd-ipc-v2.0.0`

### ⚠️ major bump forced due to:

- `libdd-common`: ^5.2.0 → ^6.0.0
- `libdd-trace-stats`: ^8.0.0 → ^9.0.0

### Commits

- fix(ipc): drop the signal feature from libdd-ipc (#2431)

## libdd-live-debugger
**Next version:** `1.0.0`
**Semver bump:** `major`
**Tag:** `libdd-live-debugger-v1.0.0`

**Warning:** this is an initial release. Please verify that the version
and commits included are correct.


[EX-3425]:
https://datadoghq.atlassian.net/browse/EX-3425?atlOrigin=eyJpIjoiNWRkNTljNzYxNjVmNDY3MDlhMDU5Y2ZhYzA5YTRkZjUiLCJwIjoiZ2l0aHViLWNvbS1KU1cifQ

---------

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: hoolioh <107922352+hoolioh@users.noreply.github.com>
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3 participants