{"adoption": {"forks": 222, "observed_at": "2026-08-28T04:06:14.430206+00:00", "stars": 2112}, "canonical_url": "https://ross.abutalabs.com/products/warpstreamlabs-bento", "card": {"archived": false, "artifact_type": "application", "description": "Fancy stream processing made operationally mundane. This repository is a fork of the original project before the license was changed.", "domain": ["big-data", "developer-tools"], "enriched": true, "function": ["streaming", "etl", "message-queue", "serialization", "middleware"], "health_score": 100, "homepage": "https://warpstreamlabs.github.io/bento/", "language": "Go", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["warpstreamlabs/bento"], "name": "warpstreamlabs/bento", "platform": ["windows", "go", "cross-platform", "self-hosted", "cloud"], "pushed_at": "2026-08-26T14:37:45+00:00", "repo": "warpstreamlabs/bento", "stars": 2112, "tags": ["stream-processing", "benthos-fork", "kafka", "data-pipelines", "bloblang", "connectors", "declarative-config", "event-driven", "data-engineering", "messaging", "automation", "linux", "macos", "docker"], "topics": ["benthos", "bento", "connect", "connectors", "kafka", "processing", "stream"], "urls": [], "use_cases": ["pipe kafka topics to redis streams with transformations", "enrich and filter messages between pub/sub systems", "build declarative etl pipelines from a single yaml config", "route messages to different sinks based on payload content", "transform  payloads in a streaming pipeline", "connect aws sqs to gcp pub/sub", "run windowed aggregations over event streams", "replace custom glue scripts between message brokers"], "what_it_is": "Bento is a high-performance, resilient stream processor written in Go that connects a wide range of sources and sinks (Kafka, Pub/Sub, Redis, SQL, cloud services, and more) while performing transformations, enrichments, and filtering via a declarative YAML config and the Bloblang mapping language. It is a community fork of Benthos maintained by WarpStream Labs, deployable as a static binary, Docker image, or serverless function with at-least-once delivery guarantees.", "when_to_avoid": ["you need exactly-once processing guarantees", "you require heavy stateful stream computations like large windowed joins or SQL streaming analytics", "you want a GUI-based pipeline builder rather than config files"], "when_to_choose": ["you need complex stateful stream processing like exactly-once semantics or SQL-style streaming joins at scale", "you want a visual drag-and-drop pipeline builder", "your use case is batch analytics rather than streaming message brokering"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/warpstreamlabs-bento", "repo": "warpstreamlabs/bento", "role": "main", "score": 91}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:14.430206+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:53:41.890477+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f6b9d748b0a75e1ad9bb5e2e41c5fb1366fcbdd7b0151c777d4baacb8ede2f62", "fetched_at": "2026-08-28T04:06:14.430206+00:00", "kind": "readme", "missing": false, "url": "https://github.com/warpstreamlabs/bento"}, {"content_hash": "2c61656975ab2fd6fe4d121999481792c9a57fdde383ec0611235553800ca786", "fetched_at": "2026-08-29T10:33:40.078448+00:00", "kind": "homepage", "missing": false, "url": "https://warpstreamlabs.github.io/bento/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 58, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 825, "days_push": 7, "days_rel": 7, "gap_med": 16, "n_releases_24m": 38}, "score": 91, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}