Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 03:43 UTC

snowflakedb / snowflake-ingest-java

Java SDK for the Snowflake Ingest Service -

JavaApache-2.0★ 81 stars⑂ 68 forkssince Oct 2016View on GitHub ↗

snowflakedb/snowflake-ingest-java holds a health index of 66 out of 100, placing it in the Moderate band. It scores highest on Sustainability & Governance (86/100) and lowest on Security (40/100). It was last updated 12 days ago. 5 contributors account for most of its recent work.

66
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

66
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

SnowflakeOrganization
1,616 followers63 public repossince Jan 2014

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Mavennet.snowflake:snowflake-ingest-sdk4.4.3-unshaded-9381 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

77Good · 22% of overall
How it's scored
28.8/36Push recency — last push 12 days ago
15.2/36Commit cadence — 22/52 weeks with commits
16.2/18Commit volume — 63 commits in the last year
1/10OpenSSF Scorecard: Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
Inputs used
commits_last_year63
human_commit_share1
days_since_last_push12
active_weeks_last_year22

Release discipline

100Excellent
How it's scored
27/27Ships releases — 58 releases published
36/36Release recency — latest release 88 days ago
27/27Release cadence — a release every ~42.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count58
latest_release_tagv4.4.3
releases_from_tagsno
days_since_latest_release88
mean_days_between_releases42.2
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

51Moderate · 18% of overall
How it's scored
30.9/60Stars — 81 stars
15.2/25Forks — 68 forks
6.2/15Watchers — 14 watchers
Inputs used
forks68
stars81
watchers14
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

86Excellent · 24% of overall
How it's scored
45.9/54Bus factor — 5 contributor(s) cover half of all commits
17.2/22.5Commit distribution — top contributor authored 24% of commits
13.5/13.5Contributor breadth — 47 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor5
contributors_sampled47
top_contributor_share0.237
How it's scored
37.4/46.8Issue resolution — 80% of issues closed
29.4/38.3PR acceptance — 601/781 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs601
open_issues71
closed_issues285
issue_closed_ratio0.801
closed_unmerged_prs180
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
23.1/25Owner reach — 1,616 followers of snowflakedb
25/25Track record — 63 public repos, account ~12 yr old
Inputs used
followers1,616
owner_typeOrganization
is_verified
owner_loginsnowflakedb
public_repos63
account_age_days4,570
How it's scored
25/25Published & resolvable — 1 package(s) on maven
35/35Publish recency — latest publish 81 days ago
20/20Version history — 93 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesnet.snowflake:snowflake-ingest-sdk
ecosystemsmaven
any_deprecatedno
min_days_since_publish81

Engineering Quality

Are baseline engineering and documentation practices in place?

66Moderate · 20% of overall
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 1 out of 30 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

55Moderate
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — http://www.snowflake.net
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttp://www.snowflake.net
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

40At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — 1 out of 30 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0.8/7.5Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 76 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.2
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
How it's scored
8.1/35Direct dependencies free of known advisories — 4 affected: com.fasterxml.jackson.core:jackson-core 2.18.1 (high 7.5), com.fasterxml.jackson.core:jackson-databind 2.18.1 (high 8.1), org.bouncycastle:bcprov-jdk18on 1.79 (high 7.7), +1 more
4.4/25Indirect dependencies free of known advisories — 7 affected: io.airlift:aircompressor 0.27 (high 7.5), io.netty:netty-codec 4.1.127.Final (high 7.5), io.netty:netty-codec-http 4.1.127.Final (high 7.5), +4 more
19.3/40No advisories left outstanding — 6 advisory-carrying package(s) unaddressed past 90 days; oldest published 226 days ago
Inputs used
sourceosv
advisories42
affected_packages11
assessed_packages136
unassessed_packages0
affected_by_severityhigh 8, moderate 3
direct_affected_packages4
Matched the maven:net.snowflake:snowflake-ingest-sdk@4.4.3-unshaded runtime dependency closure — what installing the published package pulls in — 136 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

73Good · 0% of overall
How it's scored
45/45Agent instructions — src/main/java/net/snowflake/ingest/connection/CLAUDE.md, src/main/java/net/snowflake/ingest/example/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/fileTransferAgent/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/serialization/CLAUDE.md, src/main/java/net/snowflake/ingest/utils/CLAUDE.md, src/main/java/org/apache/parquet/hadoop/CLAUDE.md, src/test/java/net/snowflake/ingest/CLAUDE.md, src/test/java/net/snowflake/ingest/connection/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/datatypes/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/it/CLAUDE.md, src/test/java/net/snowflake/ingest/utils/CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 93 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.93
agent_instruction_filessrc/main/java/net/snowflake/ingest/connection/CLAUDE.md, src/main/java/net/snowflake/ingest/example/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/fileTransferAgent/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/serialization/CLAUDE.md, src/main/java/net/snowflake/ingest/utils/CLAUDE.md, src/main/java/org/apache/parquet/hadoop/CLAUDE.md, src/test/java/net/snowflake/ingest/CLAUDE.md, src/test/java/net/snowflake/ingest/connection/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/datatypes/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/it/CLAUDE.md, src/test/java/net/snowflake/ingest/utils/CLAUDE.md
agent_instruction_max_bytes4,277
How it's scored
12.6/18One-command bootstrap — e2e-jar-test/core/pom.xml, e2e-jar-test/fips/pom.xml, e2e-jar-test/pom.xml (toolchain convention, no task runner)
22/22Automated tests
11/11Lint / format config
11/11Static type checking — Java (statically typed)
0/10Reproducible environment
10/10Demonstrated agent practice — 36 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.36
toolchain_manifestse2e-jar-test/core/pom.xml, e2e-jar-test/fips/pom.xml, e2e-jar-test/pom.xml, e2e-jar-test/standard/pom.xml, pom.xml, sdk-wrapper/pom.xml
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Java (statically typed)
54.2/55Manageable file sizes — 5/363 source files over 60KB
Inputs used
primary_languageJava
largest_source_bytes99,644
source_files_sampled363
oversized_source_files5
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — example
Inputs used
example_dirsexample
has_mcp_signalno
api_schema_files

Key facts

81GitHub stars
47contributors
63commits, last 12 months
12days since last push
58releases
5bus factor
71open issues
Mavenpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch maven package 'net.snowflake:sdk-wrapper' from its registry

More detail

Star and fork history 0 ★ / 68 ⇿
0Stars
68Forks
58Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

01325385063756522018-032022-042026-06
Major 3Minor 9Patch 34

Each point covers 8 days.

OpenSSF Scorecard 4.2 / 10
4.2aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-27 03:42 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
0CI-Tests1 out of 30 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
1Maintained2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities76 existing vulnerabilities detected
Direct dependencies 104
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All dependencies 150

Full resolved dependency set from the GitHub dependency graph: 111 direct and 39 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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Dependency advisories 11

Installing maven:net.snowflake:snowflake-ingest-sdk@4.4.3-unshaded pulls in 136 packages, direct and transitive: 11 carry known advisories, of which 4 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
com.fasterxml.jackson.core:jackson-core2.18.1directhigh23.2.1
com.fasterxml.jackson.core:jackson-databind2.18.1directhigh73.2.1
org.bouncycastle:bcprov-jdk18on1.79directhigh21.84
io.airlift:aircompressor0.27indirecthigh13.4
io.netty:netty-codec4.1.127.Finalindirecthigh24.2.16.Final
io.netty:netty-codec-http4.1.127.Finalindirecthigh164.2.16.Final
io.netty:netty-codec-http24.1.127.Finalindirecthigh64.2.16.Final
io.netty:netty-handler4.1.127.Finalindirecthigh34.2.15.Final
org.bouncycastle:bcpkix-jdk18on1.79directmoderate11.84
io.netty:netty-handler-proxy4.1.127.Finalindirectmoderate14.2.13.Final
io.opentelemetry:opentelemetry-api1.42.1indirectmoderate11.62.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "oid": "1378627e76faca71c8a5a1b32cd0db6f94a99be9",
          "body": "…erences (#1145)\n\n* [SNOW-3249917] JDBC removal Step 11a (part 2): Replicate HttpUtil, swap callers, clean up FQN refs\n\nReplicate JDBC's HttpUtil as JdbcHttpUtil (renamed to avoid collision with\ningest's utils.HttpUtil). Swap all callers to use replicated REST\ninfrastructure. Clean up all FQN JDBC r\n[…]\neanup but remains in\ncompile scope until Step 11d demotes it to test scope.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 11b: Clean up remaining FQN JDBC ref…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-08T02:30:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "97d355df4ad7d3b27417c523320cf36d2443e3e1",
          "body": "…ap callers (#1144)\n\n* [SNOW-3249917] JDBC removal Step 11a (part 2): Replicate HttpUtil, swap callers to replicated REST infrastructure\n\nReplicate JDBC's HttpUtil as JdbcHttpUtil (renamed to avoid collision with\ningest's existing net.snowflake.ingest.utils.HttpUtil). Also replicate\nSnowflakeMutable\n[…]\nmaven-dependency-plugin:analyze-only requires\nit to be declared explicitly.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 11a (part 2): Replicate HttpUtil, sw…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-07T21:16:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "363bc93fe7ea1c4e1b8e323d85506766c3c84e4f",
          "body": "…retry infrastructure (#1143)\n\n* Update JDBC removal plan: add Step 11 (final cleanup)\n\nStep 10c/10c2 done (remove SFSession). After those, 6 JDBC imports +\n~70 FQN references remain. Split final cleanup into Step 11:\n\n- 11a: Create HttpRequestHelper, replace 6 JDBC HTTP calls\n- 11b: Remove 47 FQN S\n[…]\nseDetails\ninlined as a local method since it requires JDBC's SFLogger type.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 11a: Replicate RestRequest and HTTP …",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-07T18:26:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c3f03a849a96638b9873f72875c3b89477f8d2cc",
          "body": "…exceptions + telemetry (#1136)\n\nRemove SFSession/SFBaseSession from SnowflakeSQLLoggedException and\nTelemetryClient. Session was always null from ingest callers.\n\nSnowflakeSQLLoggedException:\n- Remove SFBaseSession/SFSession from all 15 constructor signatures\n- Remove IB telemetry dead code (sessio\n[…]\nUtil + SnowflakeSQLException in\nTelemetryClient, HttpUtil + RestRequest + ExecTimeTelemetryData +\nHttpResponseContextDto in SnowflakeGCSClient)\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 10c (part 2): Remove SFSession from …",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-07T06:52:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "57ce4ac10d76cde7876e3ca0bf73bede5a69c8c1",
          "body": "…tack (#1135)\n\nRemove SFSession/SFBaseSession parameters and dead session-based code\nfrom the storage client stack. Session was always null from ingest callers.\n\nStorage clients (SnowflakeS3Client, SnowflakeAzureClient, SnowflakeGCSClient):\n- Remove SFSession/SFBaseSession fields and constructor par\n[…]\n\n\nRemaining SFSession imports (3): SnowflakeSQLLoggedException (constructor\nparams), TelemetryClient (session-based code) — to be handled next.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 10c: Remove SFSession from storage s…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-06T23:54:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9c2348150ffdf887a9c0437e1ed2548d3dbceeea",
          "body": "* [SNOW-3249917] JDBC removal Step 10b: Swap SFException imports\n\nMechanical import swaps — remove SFException JDBC imports from files\nwhere the replicated SFException is now in the same package:\n\n- SnowflakeSQLException: remove import (SFException in same package)\n- SnowflakeSQLLoggedException: rem\n[…]\n JDBC to test scope (27 remaining imports with\n  massive dependency chains)\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 10b: Swap SFException imports (#1134)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-02T21:49:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1d3b13a6767605fa8aa5f3fdc1786c85c0aa574b",
          "body": "…classes (#1132)\n\nVerbatim replication of remaining JDBC classes with self-contained\ndependency trees:\n\n- SFException (127 lines) — exception type used by SnowflakeSQLException\n  and TelemetryEvent. Source: net.snowflake.client.core.SFException\n- HttpResponseContextDto (54 lines) — HTTP response con\n[…]\net.snowflake.client.util.ThrowingCallable\n- StorageClientUtil: added getEpochTimeInMicroSeconds (from SnowflakeUtil,\n  used by TimeMeasurement)\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 10a: Replicate remaining small JDBC …",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-02T19:46:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1a5541562dfd6fa27fc0fd0736e74ce0baeb3d8",
          "body": "Mechanical import swaps only — no logic changes:\n\nSnowflakeSQLLoggedException (6 of 12 JDBC imports swapped):\n- ObjectMapperFactory → same package (already replicated)\n- SqlState → same package (already replicated)\n- TelemetryEvent → same package (replicated in Step 9b)\n- TelemetryService (OOB) → sa\n[…]\n TelemetryThreadPool → ingest version (replicated in Step 9b)\nKept from JDBC: HttpUtil, SFSession, SnowflakeConnectionV1, SnowflakeSQLException\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 9c: Swap telemetry imports (#1131)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-02T09:06:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5f3a88e3c8629ccc96156cd9c093bcd916e8f0d8",
          "body": "…emetryService (OOB) (#1130)\n\n[SNOW-3249917] JDBC removal Step 9b: Replicate OOB telemetry classes\n\nVerbatim replication of JDBC OOB telemetry infrastructure:\n\n- TelemetryEvent (182 lines) — telemetry event builder with\n  MetricBuilder/LogBuilder. Source:\n  net.snowflake.client.jdbc.telemetryOOB.Tel\n[…]\nd SnowflakeDriver.implementVersion\n\nSFException kept from JDBC temporarily (used as parameter type in\nTelemetryEvent.LogBuilder.withException).\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 9b: Replicate TelemetryEvent and Tel…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-02T00:48:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7b7b7ce9ef335b30e40feb985abc845d4ed73061",
          "body": "…ependencies (#1129)\n\nVerbatim replication of JDBC classes needed by TelemetryEvent and\nTelemetryService (OOB):\n\n- TelemetryThreadPool (61 lines) — singleton thread pool for async\n  telemetry. Source: net.snowflake.client.jdbc.telemetryOOB.TelemetryThreadPool\n- SFTimestamp (20 lines) — UTC timestamp\n[…]\nonnectString\n- SnowflakeDriverConstants — constants from LoginInfoDTO.SF_JDBC_APP_ID\n  (\"JDBC\") and SnowflakeDriver.implementVersion (\"3.25.1\")\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 9b (prep): Replicate OOB telemetry d…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-01T23:07:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c4d91ae2906e02fc5744ed3f743e5a76476ab3a4",
          "body": "…cated classes (#1128)\n\n* [SNOW-3249917] JDBC removal Step 9a: Clean up replicated class imports\n\nRemove or swap JDBC imports in replicated classes:\n- ErrorCode, SnowflakeFileTransferAgent: remove SqlState import (same package)\n- TelemetryClient, TelemetryData, TelemetryUtil: swap ObjectMapperFactor\n[…]\n changes\n- Step 10: handle remaining JDBC types (SFSession stubs, GCS HTTP)\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 9a: Mechanical import swaps in repli…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-01T20:55:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cf3e04e9f419f7f8f26ca772c17a2339515e72a7",
          "body": "…(#1127)\n\nSwap all JDBC imports to ingest versions in:\n- InternalStage: all 7 JDBC imports replaced, parseConfigureResponseMapper\n  removed (no longer needed since replicated SnowflakeFileTransferAgent\n  uses same Jackson version), parseFileLocationInfo simplified to\n  createFileTransferNode\n- Inter\n[…]\nternalStageTest: update all JDBC imports to ingest versions\n\nInternalStage and all streaming/internal files are now fully free of JDBC\nimports.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 8e: Swap all remaining JDBC imports …",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-01T18:58:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5f1951b37f41cf4f58b3e9d8e0b13739bd2d5305",
          "body": "…ntations (#1124)\n\n* Update JDBC removal plan: add Steps 8d-8e, progress summary\n\nRestructured remaining steps:\n- Step 8c: helper classes + interface (PR #1123, done)\n- Step 8d: storage client implementations (S3/Azure/GCS + factory +\n  uploadWithoutConnection) — next PR\n- Step 8e: swap ALL imports \n[…]\npendencies through google-cloud-storage but need to be declared\nexplicitly.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 8d: Replicate storage client impleme…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-01T03:05:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1c40b357e6c978d32fd8f31a73eb288c68cb0aef",
          "body": "…1133)\n\nAdd Maven resolver retry config for CI network flakiness\n\nAdd .mvn/maven.config with:\n- aether.connector.retryCount=3: retry failed artifact downloads up to\n  3 times (default is 1)\n- aether.connector.requestTimeout=60000: 60s timeout for artifact\n  resolution requests (default is lower)\n\nThis addresses transient Maven Central connectivity failures in CI\n(e.g. maven-jar-plugin resolution errors).\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[NO-SNOW] Add Maven resolver retry config for CI network flakiness (#…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-04-01T00:38:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "13492ae2238da4d942cd28b67d17916259db6269",
          "body": "…onfig, SnowflakeStorageClient, helper classes (#1123)\n\n* [SNOW-3249917] JDBC removal Step 8c: Replicate SnowflakeFileTransferConfig\n\nVerbatim replication of the file transfer config builder from JDBC.\n\nPermitted differences: package, OCSPMode uses ingest version,\nSFSession replaced with Object (alw\n[…]\nive dependency through\naws-java-sdk-s3 but needs to be declared explicitly.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 8c: Replicate SnowflakeFileTransferC…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-30T19:13:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6b295e42ebbeb13fa9264f6213a87a784700af27",
          "body": "…etadataV1, ObjectMapperFactory, expand SqlState (#1121)\n\nVerbatim replication of three more classes from JDBC:\n- SnowflakeFileTransferMetadataV1 (109 lines) — file transfer metadata,\n  depends on StageInfo/RemoteStoreFileEncryptionMaterial/CommandType (all\n  replicated in previous steps)\n- Snowflak\n[…]\nStage\n(which still needs JDBC types for the uploadWithoutConnection path).\nAll types will be swapped together when the upload path is replaced.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 8b: Replicate SnowflakeFileTransferM…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-30T07:03:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cf96fa80c837cce880f2b93641bc25954dd115a3",
          "body": "…FileEncryptionMaterial (#1120)\n\nVerbatim replication of two data classes from JDBC:\n- StageInfo (229 lines) — stage descriptor with StageType enum, credentials,\n  region, endpoint, presigned URL. @SnowflakeJdbcInternalApi removed.\n- RemoteStoreFileEncryptionMaterial (46 lines) — encryption key hold\n[…]\nhtly coupled with\nSnowflakeFileTransferMetadataV1 (metadata.getStageInfo() returns JDBC's\nStageInfo). Both must be swapped together in Step 8b.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 8a: Replicate StageInfo, RemoteStore…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-28T21:51:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4f83d0fe965821738b1580ecdcef684f511a62fa",
          "body": "…as (#1119)\n\n* Update JDBC removal plan: split Step 7b into 7b (parsing) and 7c (upload)\n\nStep 7b: Replicate getFileTransferMetadatas and helper methods verbatim\nStep 7c: Route uploadWithoutConnection through IcebergFileTransferAgent\n  (which is the existing replication of JDBC's upload stack)\n\nCo-A\n[…]\n TelemetryClient JDBC imports (6 imports)\n- Step 10: Remove JDBC dependency\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 7b: Replicate getFileTransferMetadat…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-27T22:54:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1a4ad1a6b49e2eddcbc324ebb5c3bbdeae29aaf9",
          "body": "…(Steps 5a, 5b) (#1118)\n\n[SNOW-3249917] Add unit tests for replicated ErrorCode, ResourceBundleManager, SnowflakeSQLException, SnowflakeSQLLoggedException\n\nPort tests from snowflake-jdbc for replicated error/exception classes:\n- ErrorCodeTest: message code range, SQL states, CLOUD_STORAGE_CREDENTIAL\n[…]\nt: constructors, error code lookup, retry info, defaults\n- SnowflakeSQLLoggedExceptionTest: null session, OOB/IB value creation, maskStacktrace\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] Add unit tests for replicated error/exception classes …",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-25T00:15:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ef76d330669ade49ec79367fbc82ddfdb6c44449",
          "body": "…tion imports (#1116)\n\n* [SNOW-3249917] JDBC removal Step 7a: Inline error helpers, swap exception imports\n\nInline SnowflakeFileTransferAgent.throwJCEMissingError() and\nthrowNoSpaceLeftError() into StorageClientUtil, and swap all\nexception/ErrorCode imports in storage clients:\n\n- StorageClientUtil: \n[…]\nlled\nfrom IcebergFileTransferAgent which already declares throws Exception.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 7a: Inline error helpers, swap excep…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-24T22:39:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "953e69e6761ce2214cd4cff3a3dd3598dae50958",
          "body": "* [SNOW-3249917] JDBC removal Step 6: Replicate Telemetry classes\n\nReplicate JDBC telemetry classes and swap imports in TelemetryService:\n\n- TelemetryClient: batches and sends telemetry data via HTTP POST.\n  JDBC imports kept temporarily (HttpUtil, ObjectMapperFactory,\n  SFSession, SnowflakeConnecti\n[…]\nreation, buffer ops,\n  close behavior, disable telemetry, invalid auth type\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 6: Replicate Telemetry classes (#1115)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-24T19:02:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5d9a7c14cf446f03375688204c309bceccb3c31f",
          "body": "…SQLLoggedException (#1114)\n\nReplicate exception classes from snowflake-jdbc (v3.25.1). Create the\nclasses only — no import swaps in storage clients yet. Import swaps\nare deferred to Step 7 when SnowflakeFileTransferAgent is replaced,\nbecause the storage clients' throws clauses would need to be wide\n[…]\nelemetry/session imports kept\n  temporarily (all callers pass null for session)\n- CLOUD_STORAGE_CREDENTIALS_EXPIRED constant added to ErrorCode\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 5b: SnowflakeSQLException, Snowflake…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-22T11:51:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "195084e0ddcf9c73e38a119e6a008b0a9f95e13d",
          "body": "… (#1113)\n\nReplicate from snowflake-jdbc (v3.25.1):\n\n- ErrorCode: full enum with all 69 error codes, verbatim copy.\n  SqlState import temporarily uses JDBC shaded path. Placed in\n  fileTransferAgent package (not utils) because utils already has\n  its own ErrorCode. No import swaps yet — storage clie\n[…]\nource). Manages localized error message lookup.\n- jdbc_error_messages.properties: error message templates copied\n  verbatim from JDBC thin jar.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 5a: ErrorCode, ResourceBundleManager…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-22T10:28:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "587a14f1cd24f3b737a9a587d75ece28fae2c6bc",
          "body": "Replicate from snowflake-jdbc (v3.25.1):\n\n- HttpClientSettingsKey: value class wrapping OCSPMode + proxy\n  properties, copied verbatim from JDBC source\n- IngestSSLConnectionSocketFactory: SSL socket factory that optionally\n  disables SOCKS proxy (renamed from SFSSLConnectionSocketFactory)\n- StorageC\n[…]\nkeSQLException until Step 5),\n  createDefaultExecutorService\n\nAll replicated classes now use SFLogger (from Step 2b) instead of\nSLF4J directly.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 4: HTTP settings + SSL factory (#1111)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-22T07:32:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8b2cdfa98f7e03e13fad35bf7f578ac8fb436ae8",
          "body": "Create ingest-owned replacements for JDBC storage layer types:\n\n- StorageObjectMetadata: own interface (replaces JDBC cloud storage\n  interface). IcebergCommonObjectMetadata and IcebergS3ObjectMetadata\n  already implement it — just swap the import.\n- FileBackedOutputStream: own class that buffers in\n[…]\nMap).\n\nAll three are in the fileTransferAgent package (same package as all\nconsumers), so no new imports needed — just remove the JDBC imports.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 3: Storage data types + utils (#1110)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-22T00:38:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9eea97626817df1fbbc3c4fc6f53da49166cb5d1",
          "body": "…e (#1112)\n\n* [SNOW-3249917] JDBC removal Step 2: Enums, constants, proxy utils\n\nCreate ingest-owned replacements for JDBC leaf classes and swap all\nimports:\n\n- SFSessionProperty: enum with 9 property keys (string values match\n  JDBC exactly)\n- OCSPMode: OCSP mode enum (created but not swapped yet —\n[…]\nss depends on\n  javax.servlet via yammer metrics — not on ingest classpath)\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 2b: Replicate SFLogger infrastructur…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-20T23:57:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7bb6dafdc94208522389207db2198ac3f88c5e9f",
          "body": "…109)\n\nCreate ingest-owned replacements for JDBC leaf classes and swap all\nimports:\n\n- SFSessionProperty: enum with 9 property keys (string values match\n  JDBC exactly)\n- OCSPMode: OCSP mode enum (created but not swapped yet — blocked by\n  SnowflakeUtil.convertProxyPropertiesToHttpClientKey in\n  Ice\n[…]\ndated .plans/JDBC_REMOVAL_PLAN.md with iterative removal approach,\nkey constraint about not changing call-site behavior, and 200-line\nPR limit.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 2: Enums, constants, proxy utils (#1…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-20T01:41:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ac334a40b51fd5a0813bff0a551c60dd2ac2c1a5",
          "body": "…tch (#1100)\n\n[SNOW-3249917] JDBC removal Phase 1a: Replicate Power10, SFPair, Stopwatch\n\nReplicate three simple utility classes from snowflake-jdbc (v3.25.1)\ninto the ingest SDK and update all import references:\n\n- Power10: powers-of-10 lookup tables used by TimestampWrapper and\n  DataValidationUti\n[…]\ntorage clients\n\nAlso removes the SnowflakeDateTimeFormat import from DataValidationUtil\n(was only referenced in Javadoc comments, not in code).\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] JDBC removal Step 1: Replicate Power10, SFPair, Stopwa…",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-19T21:39:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0374010f5017706fdd6bd63596381e65f0088c37",
          "body": "Move and update JDBC removal plan\n\n- Move JDBC_REMOVAL_PLAN.md → .plans/JDBC_REMOVAL_PLAN.md\n- Add Replication Verification section: after each phase Claude fetches\n  the JDBC original at v3.25.1, normalises package/import differences,\n  diffs the bodies, and emits a structured report; any unexpecte\n[…]\nnternalStageManager.java to Files Affected Summary\n- Fix InternalStageTest imports list: add HttpUtil and\n  CLOUD_STORAGE_CREDENTIALS_EXPIRED\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[NO-SNOW] Move and update JDBC removal plan (#1099)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-19T04:28:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7474e5173050b3bc08494e44fe5af5e366963fed",
          "body": "* Add subdirectory CLAUDE.md context files\n\nAdds Claude Code context files for each major source package so that AI\nassistants have accurate, focused documentation when working in a specific\nsubdirectory.  Follows the same style as snowflake-eng/snowflake-ingest-sdk.\n\nPackages covered:\n- connection/\n[…]\nage (package-private\n  Parquet internals) and warns against moving them\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[NO-SNOW] Add subdirectory CLAUDE.md context files (#1097)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-19T03:02:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d8bb89001a73e3143cdbdf61559d0ff044031405",
          "body": "* NO-SNOW: Exclude .claude/** from workflow triggers\n\nAdds paths-ignore: ['.claude/**'] to all workflow push and pull_request\ntriggers so that changes to AI context files (CLAUDE.md, memory files,\nplans) don't fire CI unnecessarily.\n\nWorkflows updated: End2EndTest, GoogleJavaFormat, semgrep, snyk-pr\n[…]\nes.\n\nWorkflows updated: End2EndTest, GoogleJavaFormat, semgrep, snyk-pr\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "NO-SNOW: Exclude .claude/** from workflow triggers (#1098)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-19T00:53:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3b338730b1fb4b4425e4477d36dbf49ce63af0e1",
          "body": "Add JDBC removal plan\n\nDocuments the plan to remove the snowflake-jdbc-thin dependency by\nreplicating all required classes directly in this repo. Covers:\n- Why and how JDBC is currently used\n- Guiding principle: replication only, no functional changes\n- 5 phases of migration ordered by complexity\n- Test migration policy for porting JDBC unit tests\n- Full list of affected files and new classes to create\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[SNOW-3249917] Add JDBC removal plan (#1096)",
          "author_name": "Gibbs Geng",
          "author_login": "sfc-gh-ggeng",
          "committed_at": "2026-03-18T06:14:34Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "59f42d30f084fb57eb0c72896738e3fe2224feda",
          "body": null,
          "is_bot": false,
          "headline": "Release SDK 4.4.2 (#1093)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2026-01-12T19:25:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52b6ae8696dac40ecc2ee9fecca4113b80f257d0",
          "body": "Fix netty-codec-http vulnerability (CVE in 4.1.124.Final)",
          "is_bot": false,
          "headline": "SNOW-2994074: Fix vulns (#1092)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2026-01-12T04:57:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6d7522897aa6705d1eae0db1e13fdecddeac537",
          "body": null,
          "is_bot": false,
          "headline": "Release SDK 4.4.1 (#1090)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2026-01-06T23:19:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95340192f21807ed9f8dee7d76ed3af13a783e3d",
          "body": "* SNOW-2890719 Fix null count validation error for repeated fields\n\n* Disable test",
          "is_bot": false,
          "headline": "SNOW-2890719 Fix null count validation error for repeated fields (#1089)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-12-18T16:11:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bee47818c6af2a4de9c932155ba85d052ab3bca5",
          "body": "4.4.0 Release",
          "is_bot": false,
          "headline": "4.4.0 Release (#1087)",
          "author_name": "Artem Minyaylov",
          "author_login": "sfc-gh-aminyaylov",
          "committed_at": "2025-11-18T02:45:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dbe5c17f2cac2dbc6aa2df6575042053705084a3",
          "body": null,
          "is_bot": false,
          "headline": "SNOW-2274579: Fix bouncycastle vuln (#1086)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2025-11-17T22:23:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce9385c1e76fa0cf97f630c6f39b24862e91cd38",
          "body": "## Problem\n\nWhen the primary deployment URL is updated, the client throws a `CHANNEL_INVALID`​ error. The user responds by re-opening the channel, which succeeds. However, ingestion continues to fail due to the deployment mismatch.\n\n## Solution\n\nClient is automatically closed if it detects the prima\n[…]\n**deployment** **ID** **mismatch**: we are registering a file with the wrong deployment\n3. **Server-side** **encryption** **key** **mismatch**: we are registering a file with an invalid encryption key",
          "is_bot": false,
          "headline": "[SNOW-2464956] Close client on primary deployment change (#1078)",
          "author_name": "Artem Minyaylov",
          "author_login": "sfc-gh-aminyaylov",
          "committed_at": "2025-11-11T17:53:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4e8bd295f5b7b3220fe70b6b2d9160b5084b149f",
          "body": null,
          "is_bot": false,
          "headline": "v4.3.2 release (#1083)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-11-03T17:41:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79070464c973814f4440be75203c56dba8b31ec2",
          "body": null,
          "is_bot": false,
          "headline": "NO-SNOW enable IcebergKmsEncryptionIT (#1084)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-10-31T22:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f90d2c925c2ddb5ae8ca4e7163175f403df5eb53",
          "body": null,
          "is_bot": false,
          "headline": "SNOW-2532710 Fix Iceberg Non-encrypted Volumes Compatibility (#1082)",
          "author_name": "Dariusz Seweryn",
          "author_login": "sfc-gh-dseweryn",
          "committed_at": "2025-10-31T17:43:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50a51df530db8de8dc981b20113a0b0ad76b0387",
          "body": null,
          "is_bot": false,
          "headline": "V4.3.1 Release (#1077)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-10-08T23:25:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5d3f085eca8f536e52bb3d507fce1e4d68ca933",
          "body": "…#1076)",
          "is_bot": false,
          "headline": "SNOW-2302576 Honor the encryption option set on the external volume (…",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-10-06T23:41:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d954cba38aab44eaf7df4a49bb6fa91e1c49526f",
          "body": null,
          "is_bot": false,
          "headline": "Add comment describing the importance of PPN algorithm stability (#1074)",
          "author_name": "Purujit Saha",
          "author_login": "sfc-gh-psaha",
          "committed_at": "2025-09-17T17:41:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e23ae5999df3ab1df8e3cfc53ed72e61c22004b",
          "body": "- Upgraded Hadoop dependencies from 3.4.1 to 3.4.2\n- Removed minimal UnmodifiableMap class and reference to Commons Collection 3.2.2 with dependency removed from Hadoop 3.4.2",
          "is_bot": false,
          "headline": "SNOW-2169740 Removed UnmodifiableMap for Hadoop 3.4.2 (#1073)",
          "author_name": "David Handermann",
          "author_login": "sfc-gh-dhandermann",
          "committed_at": "2025-09-10T17:17:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c288be35bda3f63b416f0ee9da9de0fc9b10d38",
          "body": "### TL;DR\n\nUpdated version from 4.3.0 to 4.3.0-SNAPSHOT across all relevant files.",
          "is_bot": false,
          "headline": "NO-SNOW 4.3.0-SNAPSHOT (#1072)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-09-04T01:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75e8bc131d4c37c1a23e1cf834b1f820770ad191",
          "body": null,
          "is_bot": false,
          "headline": "4.3.0 release (#1060)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-08-20T01:03:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2567300398800a02f0bc110732ee07cd45241cc2",
          "body": null,
          "is_bot": false,
          "headline": "NO-SNOW Fix v4.2.0 unshaded pom.xml (#1058)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-08-19T23:19:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abef6e4bcfd0987da30389c2e452448aa43e836e",
          "body": null,
          "is_bot": false,
          "headline": "SNOW-2269948: Fix netty http2 vuln (#1056)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2025-08-18T18:13:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fad7d19d36b6afc2c29e5e6fd5b2afa40abdeba3",
          "body": "SNOW-2266937 Fix bouncycastle vulns",
          "is_bot": false,
          "headline": "SNOW-2266937: Fix bouncycastle vulns (#1051)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2025-08-15T00:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ebf67a29269e35ce4c6b164550a3d70059cda3e",
          "body": "* FLOW-4820 Openflow x SPCS x GCP support\n\n* Fix Jacoco issue",
          "is_bot": false,
          "headline": "FLOW-4820 Openflow x SPCS x GCP support (#1034)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-08-14T00:37:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b4d2bf8f89fd13ff8fd353e2004b5236afff30c",
          "body": null,
          "is_bot": false,
          "headline": "NO-SNOW Fix 4.2.0 unshaded release (#1044)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-08-13T22:43:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6a3901f7635dd71844d68046c734abacd9fc569",
          "body": null,
          "is_bot": false,
          "headline": "SNOW-2264004: Fix bouncycastle vuln (#1043)",
          "author_name": "Sai Samrat Karlapudi",
          "author_login": "sfc-gh-skarlapudi",
          "committed_at": "2025-08-13T21:30:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af780b21bf6d4b2d8f2bf107e85abd82a4ba5380",
          "body": null,
          "is_bot": false,
          "headline": "NO-SNOW Fix central publisher portal signing process (#1039)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-08-05T08:17:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "345ea08c553edb8d6bd412c38cdd046bc552e45f",
          "body": "Revert \"V5.0.0 Release (#1037)\"\n\nThis reverts commit 26976c42ca2b4cfc37bf2d02ab106d8af30cbe07.",
          "is_bot": false,
          "headline": "Revert \"V5.0.0 Release\" (#1038)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-08-04T21:35:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26976c42ca2b4cfc37bf2d02ab106d8af30cbe07",
          "body": null,
          "is_bot": false,
          "headline": "V5.0.0 Release (#1037)",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-07-31T21:29:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3af9051530f64bcf5e39aedcd440de1d926e636",
          "body": "…on (#1031)",
          "is_bot": false,
          "headline": "SNOW-2218309 Fix upload/registration path mismatch in Iceberg ingesti…",
          "author_name": "Alec Huang",
          "author_login": "sfc-gh-alhuang",
          "committed_at": "2025-07-29T23:48:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3d9300e9bb95e7a18e83b829334dcc6adde0a16",
          "body": "…Publisher Portal (#1030)\n\n- Replace nexus-staging-maven-plugin with central-publishing-maven-plugin v0.8.0\n- Add build-helper-maven-plugin v3.6.1 for POM artifact attachment\n- Update deployment script to use Central Publisher Portal API\n- Simplify staging/release process (handled automatically by n\n[…]\nAdd version properties for consistent plugin management\n\nFixes compatibility with new Central Publisher Portal after OSSRH EOL (June 30, 2025) References: https://central.sonatype.org/pages/ossrh-eol/",
          "is_bot": false,
          "headline": "SNOW-2205198: Migrate Maven Central publishing from OSSRH to Central …",
          "author_name": "Toby Zhang",
          "author_login": "sfc-gh-tzhang",
          "committed_at": "2025-07-18T02:53:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "be5c70bd5271b702a5df507ccf8d0a786b992061",
          "body": null,
          "is_bot": false,
          "headline": "SNOW-2205584 Refresh TMK in client on channel reopen (#1029)",
          "author_name": "Lukas Sembera",
          "author_login": "sfc-gh-lsembera",
          "committed_at": "2025-07-16T10:51:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88138e781580b44ce9e2d8ee0c05603f4b37740a",
          "body": null,
          "is_bot": false,
          "headline": "4.2.0 release  (#1023)",
          "author_name": "Toby Zhang",
          "author_login": "sfc-gh-tzhang",
          "committed_at": "2025-07-15T21:45:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "faade27cd569127ac1845b81f2c11def2a36e4f5",
          "body": "…us-jose-jwt and org.apache.commons:commons-lang3 version (#1028)",
          "is_bot": false,
          "headline": "SNOW-2201967 & SNOW-2201968 & SNOW-2203301: Upgrade com.nimbusds:nimb…",
          "author_name": "Lukas Probst",
          "author_login": "sfc-gh-lprobst",
          "committed_at": "2025-07-15T13:13:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da94ba8596e89421342849b9a0b4d10b0f39bd7e",
          "body": "…nnels (#1022)\n\nWe have seen the issue in the O11y case when the chunk queue is full, channel write starts return QUEUE_FULL error, and it causes the channel to be invalidated. Channel invalidation results in a new set of channel reopen, which makes the issue even worse.\n\nWith this PR:\n- We will kee\n[…]\nnds before invalidating the channel.\n- Add a limit on the registration queue and throttle insertRows once it reaches a certain size\n- Both parameters are configurable in case there is any regressions.",
          "is_bot": false,
          "headline": "SNOW-2174149: Keep retrying on QUEUE_FULL instead of invalidating cha…",
          "author_name": "Toby Zhang",
          "author_login": "sfc-gh-tzhang",
          "committed_at": "2025-07-15T04:03:32Z",
          "body_truncated": true,
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        },
        {
          "oid": "584fb080a0d583997117a18cd3196fc6435c4ebf",
          "body": null,
          "is_bot": false,
          "headline": "Set version to 4.1.1-SNAPSHOT (#1021)",
          "author_name": "Lukas Sembera",
          "author_login": "sfc-gh-lsembera",
          "committed_at": "2025-06-24T17:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 30 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "76 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Matched the maven:net.snowflake:snowflake-ingest-sdk@4.4.3-unshaded runtime dependency closure — what installing the published package pulls in — 136 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "maven:net.snowflake:snowflake-ingest-sdk@4.4.3-unshaded",
                  "assessed": 136
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 32,
            "inputs": {
              "source": "osv",
              "advisories": 42,
              "affected_packages": 11,
              "assessed_packages": 136,
              "unassessed_packages": 0,
              "affected_by_severity": "high 8, moderate 3",
              "direct_affected_packages": 4
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "4 affected: com.fasterxml.jackson.core:jackson-core 2.18.1 (high 7.5), com.fasterxml.jackson.core:jackson-databind 2.18.1 (high 8.1), org.bouncycastle:bcprov-jdk18on 1.79 (high 7.7), +1 more",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 4,
                      "packages": "com.fasterxml.jackson.core:jackson-core 2.18.1 (high 7.5), com.fasterxml.jackson.core:jackson-databind 2.18.1 (high 8.1), org.bouncycastle:bcprov-jdk18on 1.79 (high 7.7)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "7 affected: io.airlift:aircompressor 0.27 (high 7.5), io.netty:netty-codec 4.1.127.Final (high 7.5), io.netty:netty-codec-http 4.1.127.Final (high 7.5), +4 more",
                "points": 4.4,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 7,
                      "packages": "io.airlift:aircompressor 0.27 (high 7.5), io.netty:netty-codec 4.1.127.Final (high 7.5), io.netty:netty-codec-http 4.1.127.Final (high 7.5)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "6 advisory-carrying package(s) unaddressed past 90 days; oldest published 226 days ago",
                "points": 19.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 6,
                      "oldest": 226
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 136,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 73,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.93,
              "agent_instruction_files": [
                "src/main/java/net/snowflake/ingest/connection/CLAUDE.md",
                "src/main/java/net/snowflake/ingest/example/CLAUDE.md",
                "src/main/java/net/snowflake/ingest/streaming/CLAUDE.md",
                "src/main/java/net/snowflake/ingest/streaming/internal/CLAUDE.md",
                "src/main/java/net/snowflake/ingest/streaming/internal/fileTransferAgent/CLAUDE.md",
                "src/main/java/net/snowflake/ingest/streaming/internal/serialization/CLAUDE.md",
                "src/main/java/net/snowflake/ingest/utils/CLAUDE.md",
                "src/main/java/org/apache/parquet/hadoop/CLAUDE.md",
                "src/test/java/net/snowflake/ingest/CLAUDE.md",
                "src/test/java/net/snowflake/ingest/connection/CLAUDE.md",
                "src/test/java/net/snowflake/ingest/streaming/internal/CLAUDE.md",
                "src/test/java/net/snowflake/ingest/streaming/internal/datatypes/CLAUDE.md",
                "src/test/java/net/snowflake/ingest/streaming/internal/it/CLAUDE.md",
                "src/test/java/net/snowflake/ingest/utils/CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 4277
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "src/main/java/net/snowflake/ingest/connection/CLAUDE.md, src/main/java/net/snowflake/ingest/example/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/fileTransferAgent/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/serialization/CLAUDE.md, src/main/java/net/snowflake/ingest/utils/CLAUDE.md, src/main/java/org/apache/parquet/hadoop/CLAUDE.md, src/test/java/net/snowflake/ingest/CLAUDE.md, src/test/java/net/snowflake/ingest/connection/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/datatypes/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/it/CLAUDE.md, src/test/java/net/snowflake/ingest/utils/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/main/java/net/snowflake/ingest/connection/CLAUDE.md, src/main/java/net/snowflake/ingest/example/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/fileTransferAgent/CLAUDE.md, src/main/java/net/snowflake/ingest/streaming/internal/serialization/CLAUDE.md, src/main/java/net/snowflake/ingest/utils/CLAUDE.md, src/main/java/org/apache/parquet/hadoop/CLAUDE.md, src/test/java/net/snowflake/ingest/CLAUDE.md, src/test/java/net/snowflake/ingest/connection/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/datatypes/CLAUDE.md, src/test/java/net/snowflake/ingest/streaming/internal/it/CLAUDE.md, src/test/java/net/snowflake/ingest/utils/CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "93 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 93,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.36,
              "toolchain_manifests": [
                "e2e-jar-test/core/pom.xml",
                "e2e-jar-test/fips/pom.xml",
                "e2e-jar-test/pom.xml",
                "e2e-jar-test/standard/pom.xml",
                "pom.xml",
                "sdk-wrapper/pom.xml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "e2e-jar-test/core/pom.xml, e2e-jar-test/fips/pom.xml, e2e-jar-test/pom.xml (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "e2e-jar-test/core/pom.xml, e2e-jar-test/fips/pom.xml, e2e-jar-test/pom.xml"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Java (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Java"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "36 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 36,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Java",
              "largest_source_bytes": 99644,
              "source_files_sampled": 363,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Java (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Java"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/363 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 363,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch maven package 'net.snowflake:sdk-wrapper' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T03:43:17.046055Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/snowflakedb/snowflake-ingest-java.svg",
  "full_name": "snowflakedb/snowflake-ingest-java",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsMaven.