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⬡PipelineData & ETLFree

dlt (data load tool)

Open-source Python library for building self-maintaining, schema-evolving data pipelines with minimal code.

@ai-supply
Installs164k
⟳ upstream 1.29.1 · updated 3d ago
↗ Source repository
← More Data & ETLData & ETL leaderboard →How we grade security →Source ↗
! Grade B · 75/100 · ReviewSecurity assessment
✓No compromise signals43capabilities surfaced1known CVE5of 20 OWASP controls clear
Broad capability surfaceSuspicious code patternsBroad capability surfaceSuspicious code patterns
scanned 1d ago·osv · gitleaks · opengrep · picklescan + heuristics·full breakdown in the Security tab ↓

dlt — data load tool

dlt is an open-source Python library that makes loading data from any source into any destination simple and production-ready. It handles schema inference, evolution, nested data normalization, incremental loading, and secrets management automatically.

Key Features

  • Zero-schema setup: dlt infers schema from your data automatically and evolves it as your source changes
  • Nested normalization: JSON arrays and objects are flattened into normalized relational tables
  • Incremental loading: Built-in cursor-based and append/merge strategies with state management
  • 100+ verified sources: REST APIs, databases, SaaS tools, files, and cloud storage via the dlt Hub
  • Destination-agnostic: DuckDB, BigQuery, Snowflake, Redshift, Postgres, Delta Lake, and more
  • Secrets management: Native integration with .env, Vault, AWS Secrets Manager, and GCP Secret Manager

Quick Start

pip install dlt[duckdb]
import dlt

@dlt.resource
def github_events():
    import requests
    yield from requests.get(
        "https://api.github.com/events"
    ).json()

pipeline = dlt.pipeline(
    pipeline_name="github",
    destination="duckdb",
    dataset_name="events"
)
pipeline.run(github_events())

Add to ai-supply

npx ai-supply add dlt-data-load-tool

Curated mirror of the open-source dlt (Apache-2.0). Get it from the source.

Rating rank
#1
of 24 in Data & ETL
Install rank
#8
of 24 in Data & ETL
Security score
75/100 · B
review
Security rank
#12
of 24 in Data & ETL
Installs
164k
cat avg 164k
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See the Data & ETL leaderboard →
! Security: Review · 7575/100 · grade Bscanned 1d ago
✓ no compromise signals44 risk-surface · 10/20 OWASP controls flagged

Compromise signals — malicious or tampered code (leaked secrets, backdoors, a dropped executable) — reduce the score, and known dependency CVEs carry a bounded penalty (they warrant review but never QUARANTINE — update the dependency to clear). Other dangerous-by-capability traits are risk surface, expected for some capabilities. Every finding is mapped to its OWASP control below.

What this capability can do · med confidence (static)
⚑ filesystem⚑ shell⚑ network⚑ secretsinstall: script:dlt-hub-dlt-14e22bc/Makefile
egress → www.conventionalcommits.org, dlthub.com, data.iana.org, 6f6f7b6f8e0f458a89be4187603b55fe@o1061158.ingest.sentry.io, 9830548e4e4b582989be0811f2a0a97f.r2.cloudflarestorage.com, docs.astral.sh, astral.sh, img.shields.io +32
170 steps⚑ uses secretsdlthub.comgithub.comactions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0pnpm/action-setup@v2actions/setup-node@v5astral-sh/setup-uv@v6./.github/workflows/test_destinations_remote.yml./.github/workflows/test_tools_dbt_runner.yml

Findings mapped to the OWASP Top 10 for LLM Applications (2025) and the OWASP Machine Learning Security Top 10. Expand any flagged control for the exact findings — compromise reduces the score; expected/risk-surface do not, except a known CVE, which carries a small bounded penalty (high/critical → Review).

OWASP Top 10 for LLM Applications
⚠LLM03Supply Chaincritical
Vulnerable/compromised dependencies, models or archives in the artifact.
•Dependency manifest — 1 pip requirements declared · dlt-hub-dlt-14e22bc/docs/examples/partial_loading/requirements.txtrisk surface
•Dependency manifest — 24 npm dependencies declared · dlt-hub-dlt-14e22bc/docs/website/package.jsonrisk surface
•Vulnerable dependencies — 288 known vulnerabilities in: apache-airflow@2.11.0, apache-airflow-providers-fab@1.5.3, apache-airflow-providers-ftp@3.13.0, apache-airflow-providers-http@5.3.0, apache-airflow-providers-smtp@2.1.0, azure-core@1.34.0, black@23.9.1, click@8.1.8 (CWE-1395)known CVE · -25 pts
⚠LLM01Prompt Injectionhigh
Adversarial instructions embedded in an artifact that hijack a downstream LLM.
•Prompt-injection phrasing — instruction-subversion language detected · dlt-hub-dlt-14e22bc/docs/website/docs/reference/installation.md (CWE-77)risk surface
⚠LLM02Sensitive Information Disclosurehigh
Secrets, credentials or PII shipped inside the artifact.
•Embedded credentials — found: hardcoded credential · dlt-hub-dlt-14e22bc/docs/website/docs/dlt-ecosystem/destinations/clickhouse.md (CWE-798)expected
•Embedded credentials — found: DB connection string with credentials · dlt-hub-dlt-14e22bc/docs/website/docs/dlt-ecosystem/verified-sources/mongodb.md (CWE-798)expected
•Low-confidence secret match — possible: Slack webhook · dlt-hub-dlt-14e22bc/docs/website/docs/hub/notifications/slack.md (CWE-798)risk surface
•Embedded credentials — found: private key · dlt-hub-dlt-14e22bc/docs/website/docs/tutorial/filesystem.md (CWE-798)expected
⚠LLM05Improper Output Handlinghigh
Code that pipes model/user output into shell, eval, SQL or paths unsafely.
•Suspicious code patterns — pipe-to-shell install · dlt-hub-dlt-14e22bc/Makefile (CWE-494)risk surface
•Suspicious code patterns — OS command execution · dlt-hub-dlt-14e22bc/dlt/_workspace/cli/utils.py (CWE-78)risk surface
•Suspicious code patterns — pipe-to-shell install; OS command execution · dlt-hub-dlt-14e22bc/dlt/_workspace/deployment/requirements.py (CWE-494)risk surface
•Suspicious code patterns — dynamic code execution · dlt-hub-dlt-14e22bc/dlt/common/typing.py (CWE-95)risk surface
•Suspicious code patterns — pickle deserialization · dlt-hub-dlt-14e22bc/dlt/helpers/marimo/utils.py (CWE-502)risk surface
•Suspicious code patterns — child_process exec · dlt-hub-dlt-14e22bc/docs/website/tools/update_versions.js (CWE-78)risk surface
•Suspicious code patterns — destructive rm -rf / · dlt-hub-dlt-14e22bc/tests/load/filesystem_sftp/bootstrap/Dockerfile (CWE-78)risk surface
⚠LLM06Excessive Agencyhigh
Over-broad tool/permission surface or unrestricted egress.
•External endpoints declared — 1 distinct host(s) · dlt-hub-dlt-14e22bc/.agents/rules/git-github.mdexpected
•External endpoints declared — 2 distinct host(s) · dlt-hub-dlt-14e22bc/.github/ISSUE_TEMPLATE/feature_request.ymlexpected
•Broad capability surface — 3 high-impact capability categories referenced — verify least-privilege · dlt-hub-dlt-14e22bc/.github/workflows/test_destinations_local.yml (CWE-272)risk surface
•External endpoints declared — 4 distinct host(s) · dlt-hub-dlt-14e22bc/CONTRIBUTING.mdexpected
•Broad capability surface — 4 high-impact capability categories referenced — verify least-privilege · dlt-hub-dlt-14e22bc/Makefile (CWE-272)risk surface
•External endpoints declared — 13 distinct host(s) · dlt-hub-dlt-14e22bc/README.mdexpected
•External endpoints declared — 3 distinct host(s) · dlt-hub-dlt-14e22bc/deploy/dlt/Dockerfileexpected
•External endpoints declared — 6 distinct host(s) · dlt-hub-dlt-14e22bc/dlt/common/libs/pyiceberg.pyexpected
•Egress to a private/loopback host — 127.0.0.1 · dlt-hub-dlt-14e22bc/dlt/destinations/impl/lance/configuration.py (CWE-918)expected
•External endpoints declared — 12 distinct host(s) · dlt-hub-dlt-14e22bc/docs/education/dlt-advanced-course/lesson_1_custom_sources_restapi_source_and_restclient.ipynbexpected
•External endpoints declared — 8 distinct host(s) · dlt-hub-dlt-14e22bc/docs/education/dlt-advanced-course/lesson_2_custom_sources_sql_databases_.ipynbexpected
•External endpoints declared — 9 distinct host(s) · dlt-hub-dlt-14e22bc/docs/education/dlt-advanced-course/lesson_3_custom_sources_filesystem_and_cloud_storage.ipynbexpected
•External endpoints declared — 10 distinct host(s) · dlt-hub-dlt-14e22bc/docs/education/dlt-advanced-course/lesson_4_destinations_reverse_etl.ipynbexpected
•External endpoints declared — 7 distinct host(s) · dlt-hub-dlt-14e22bc/docs/education/dlt-advanced-course/lesson_6_write_disposition_strategies_and_advanced_tricks.ipynbexpected
•External endpoints declared — 11 distinct host(s) · dlt-hub-dlt-14e22bc/docs/education/dlt-advanced-course/lesson_9_performance_optimisation.ipynbexpected
•External endpoints declared — 5 distinct host(s) · dlt-hub-dlt-14e22bc/docs/examples/archive/data/rasa_trackers/8629c904-0c26-4f0b-927b-14d48db43c28_tracker.jsonlexpected
•Egress to a private/loopback host — 192.168.131.137 · dlt-hub-dlt-14e22bc/docs/website/docs/walkthroughs/run-a-pipeline.md (CWE-918)expected
•External endpoints declared — 20 distinct host(s) · dlt-hub-dlt-14e22bc/tests/load/cases/loading/cve.jsonexpected
⚠LLM07System Prompt Leakagehigh
Secrets, internal hosts or proprietary logic exposed in shipped prompts.
•Embedded credentials — found: hardcoded credential · dlt-hub-dlt-14e22bc/docs/website/docs/dlt-ecosystem/destinations/clickhouse.md (CWE-798)expected
•Embedded credentials — found: DB connection string with credentials · dlt-hub-dlt-14e22bc/docs/website/docs/dlt-ecosystem/verified-sources/mongodb.md (CWE-798)expected
•Low-confidence secret match — possible: Slack webhook · dlt-hub-dlt-14e22bc/docs/website/docs/hub/notifications/slack.md (CWE-798)risk surface
•Embedded credentials — found: private key · dlt-hub-dlt-14e22bc/docs/website/docs/tutorial/filesystem.md (CWE-798)expected
•Internal host / private infrastructure reference — shipped content references a private IP range or internal-only host · dlt-hub-dlt-14e22bc/docs/website/docs/walkthroughs/run-a-pipeline.md (CWE-200)risk surface
⚠LLM10Unbounded Consumptionmedium
Unbounded loops/recursion causing DoS or runaway cost.
Enforced at runtime by the gateway (rate limits + spend caps + size caps); static check flags unbounded loops.
•Potentially unbounded loop — an infinite loop (while True / while(1) / for(;;)) may cause runaway consumption · dlt-hub-dlt-14e22bc/dlt/common/configuration/resolve.py (CWE-835)risk surface
§LLM09MisinformationGovernance
Artifacts designed to produce false/deceptive output.
Detectable only by runtime behavioral evaluation; addressed via responsible-use attestation.
✓LLM04Data and Model PoisoningPassed
Backdoors/poisoning in training data or serialized models.
Behavioral poisoning needs model execution; static check covers unsafe serialization + dataset skew only.
✓LLM08Vector and Embedding WeaknessesPassed
PII or plaintext source leakage in embedding/vector exports.
Embedding inversion/poisoning is largely runtime; static check covers PII in vector exports.
OWASP Machine Learning Security Top 10
⚠ML06AI Supply Chaincritical
Compromised PyPI/npm packages, typosquats, unsafe serialized models.
•Dependency manifest — 1 pip requirements declared · dlt-hub-dlt-14e22bc/docs/examples/partial_loading/requirements.txtrisk surface
•Dependency manifest — 24 npm dependencies declared · dlt-hub-dlt-14e22bc/docs/website/package.jsonrisk surface
•Vulnerable dependencies — 288 known vulnerabilities in: apache-airflow@2.11.0, apache-airflow-providers-fab@1.5.3, apache-airflow-providers-ftp@3.13.0, apache-airflow-providers-http@5.3.0, apache-airflow-providers-smtp@2.1.0, azure-core@1.34.0, black@23.9.1, click@8.1.8 (CWE-1395)known CVE · -25 pts
⚠ML02Data Poisoninghigh
Poisoned training datasets with triggers or anomalous distributions.
Static check covers trigger phrasing, PII and label skew; full poisoning detection is runtime.
•Prompt-injection phrasing — instruction-subversion language detected · dlt-hub-dlt-14e22bc/docs/website/docs/reference/installation.md (CWE-77)risk surface
⚠ML09Output Integrityhigh
Middleware tampering with model outputs in transit.
Gateway enforces TLS + response integrity; static check flags output-rewriting code.
•Suspicious code patterns — pipe-to-shell install · dlt-hub-dlt-14e22bc/Makefile (CWE-494)risk surface
•Suspicious code patterns — OS command execution · dlt-hub-dlt-14e22bc/dlt/_workspace/cli/utils.py (CWE-78)risk surface
•Suspicious code patterns — pipe-to-shell install; OS command execution · dlt-hub-dlt-14e22bc/dlt/_workspace/deployment/requirements.py (CWE-494)risk surface
•Suspicious code patterns — dynamic code execution · dlt-hub-dlt-14e22bc/dlt/common/typing.py (CWE-95)risk surface
•Suspicious code patterns — pickle deserialization · dlt-hub-dlt-14e22bc/dlt/helpers/marimo/utils.py (CWE-502)risk surface
•Suspicious code patterns — child_process exec · dlt-hub-dlt-14e22bc/docs/website/tools/update_versions.js (CWE-78)risk surface
•Suspicious code patterns — destructive rm -rf / · dlt-hub-dlt-14e22bc/tests/load/filesystem_sftp/bootstrap/Dockerfile (CWE-78)risk surface
§ML01Input Manipulation (Adversarial)Governance
Models vulnerable to adversarial perturbations.
Requires runtime robustness evaluation; addressed via publisher robustness attestation.
§ML03Model InversionGovernance
Training data reconstructable from a model's outputs.
Runtime/evaluation property; addressed via model-card data-provenance + DP attestation.
§ML04Membership InferenceGovernance
Determining whether a record was in the training set.
Runtime/evaluation property; addressed via overfitting disclosure + DP attestation.
§ML08Model SkewingGovernance
Models trained on skewed data producing biased output.
Requires fairness evaluation; addressed via model-card bias/limitations disclosure.
✓ML05Model TheftPassed
Unlicensed re-distribution / license-incompatible derivatives.
Static check verifies license declaration; extraction throttling is runtime.
✓ML07Transfer Learning AttackPassed
Backdoored base models / LoRA adapters propagating to derivatives.
Backdoor detection needs behavioral probing; static check covers unsafe serialization + provenance.
✓ML10Model Poisoning (Weights)Passed
Tampered model weight files; integrity must be verifiable.
Static check enforces safe formats + records a content hash for downstream verification.
Other findings (33) · hygiene / uncategorized
•Unrecognized file type — '.claudeignore' is not on the allowlist · dlt-hub-dlt-14e22bc/.claudeignorerisk surface
•Unrecognized file type — '.dockerignore' is not on the allowlist · dlt-hub-dlt-14e22bc/.dockerignorerisk surface
•Unrecognized file type — '.editorconfig' is not on the allowlist · dlt-hub-dlt-14e22bc/.editorconfigrisk surface
•Unrecognized file type — '.git-blame-ignore-revs' is not on the allowlist · dlt-hub-dlt-14e22bc/.git-blame-ignore-revsrisk surface
•Unrecognized file type — '.gitignore' is not on the allowlist · dlt-hub-dlt-14e22bc/.gitignorerisk surface
•Unrecognized file type — '.?' is not on the allowlist · dlt-hub-dlt-14e22bc/Makefilerisk surface
•Unrecognized file type — '.airflow' is not on the allowlist · dlt-hub-dlt-14e22bc/deploy/dlt/Dockerfile.airflowrisk surface
•Unrecognized file type — '.minimal' is not on the allowlist · dlt-hub-dlt-14e22bc/deploy/dlt/Dockerfile.minimalrisk surface
•Suspicious network references — suspicious TLD (4 URLs) · dlt-hub-dlt-14e22bc/dlt/_workspace/deployment/requirements.pyrisk surface
•Suspicious network references — raw IP URL (4 URLs) · dlt-hub-dlt-14e22bc/dlt/destinations/impl/lance/configuration.pyrisk surface
•Unrecognized file type — '.ini' is not on the allowlist · dlt-hub-dlt-14e22bc/docs/docs_tools/mypy.inirisk surface
•Possible obfuscation — very long lines paired with a decode/execute sink · dlt-hub-dlt-14e22bc/docs/examples/archive/_helpers.py (CWE-506)risk surface
•Suspicious network references — suspicious TLD, URL shortener (52 URLs) · dlt-hub-dlt-14e22bc/docs/examples/archive/data/messages.jsonrisk surface
•Unrecognized file type — '.jsonl' is not on the allowlist · dlt-hub-dlt-14e22bc/docs/examples/archive/data/rasa_trackers/2888158124550630_tracker.jsonlrisk surface
•Unrecognized file type — '.npmrc' is not on the allowlist · dlt-hub-dlt-14e22bc/docs/website/.npmrcrisk surface
•Suspicious network references — raw IP URL (18 URLs) · dlt-hub-dlt-14e22bc/docs/website/docs/dlt-ecosystem/destinations/lance.mdrisk surface
•Suspicious network references — raw IP URL (8 URLs) · dlt-hub-dlt-14e22bc/docs/website/docs/walkthroughs/run-a-pipeline.mdrisk surface
•Unrecognized file type — '.jsonc' is not on the allowlist · dlt-hub-dlt-14e22bc/docs/website/wrangler.jsoncrisk surface
•Suspicious network references — raw IP URL (2 URLs) · dlt-hub-dlt-14e22bc/tests/.dlt/dev.secrets.tomlrisk surface
•Unrecognized file type — '.b64' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/common/cases/dbt_test_result_pickle.b64risk surface
•Malicious base64-encoded payload — decoded content matched: private key · dlt-hub-dlt-14e22bc/tests/common/cases/level-dragon-333019-707809ee408a.json.b64 (CWE-506)expected
•Unrecognized file type — '.pub' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/common/cases/secrets/deploy_key.pubrisk surface
•Unrecognized file type — '.xlsx' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/common/storages/custom/freshman_kgs.xlsxrisk surface
•Archive disguised as another type — content is a zip but extension is .xlsx · dlt-hub-dlt-14e22bc/tests/common/storages/custom/freshman_kgs.xlsxrisk surface
•Suspicious network references — raw IP URL (11 URLs) · dlt-hub-dlt-14e22bc/tests/destinations/test_join_compatibility.pyrisk surface
•Unrecognized file type — '.any' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/extract/cases/compressed.anyrisk surface
•Opaque binary content — non-text payload not statically analyzable · dlt-hub-dlt-14e22bc/tests/extract/cases/compressed.anyrisk surface
•Suspicious network references — raw IP URL (1 URLs) · dlt-hub-dlt-14e22bc/tests/helpers/airflow_tests/smoke/run.pyrisk surface
•Unrecognized file type — '.hex' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/helpers/dbt_tests/cases/run_execution_incremental_fail.pickle.hexrisk surface
•Unrecognized file type — '.unsupported_format' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/load/cases/loading/event_bot.181291798a78198.0.unsupported_formatrisk surface
•Unrecognized file type — '.insert_values' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/load/cases/loading/event_bot.b1d32c6660b242aaabbf3fc27245b7e6.0.insert_valuesrisk surface
•Suspicious network references — raw IP URL (3 URLs) · dlt-hub-dlt-14e22bc/tests/load/lance/test_lance_configuration.pyrisk surface
•Unrecognized file type — '.env' is not on the allowlist · dlt-hub-dlt-14e22bc/tests/load/postgres/postgres.envrisk surface
✔ verified source · pinned dlt-hub-dlt-14e22bc · changed since last scan · +egress molab.marimo.io, api.example.com, ibis-project.org
Check against a policy

The same gate an agent runs before installing (POST /api/v1/trust/dlt-data-load-tool/check). Click a policy:

Consume dlt (data load tool) programmatically. Authenticate with an API key or session — see Authorize an agent.

# Agents: CHECK BEFORE YOU INSTALL (no auth) — score, grade, level, capability manifest
curl https://ai-supply.store/api/v1/trust/dlt-data-load-tool

# Gate against your org policy (returns { pass, violations })
curl -X POST https://ai-supply.store/api/v1/trust/dlt-data-load-tool/check \
  -H "Content-Type: application/json" \
  -d '{"minGrade":"B","denyPermissions":["shell"],"denyUnknownEgress":true}'

# CLI
npx ai-supply add dlt-data-load-tool

# REST (install → download)
curl -X POST https://ai-supply.store/api/v1/listings/dlt-data-load-tool/install \
  -H "Authorization: Bearer $AIM_KEY"

# MCP tool
install_listing({ "slug": "dlt-data-load-tool" })
OpenAPI spec →
vlatest
! Security: Review · 751mo ago

Curated mirror — latest upstream source. See the repository for tagged releases.

Sign in and install this listing to leave a review.

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