# Prefect vs Stitch

| Attribute | Prefect | Stitch |
|---|---|---|
| **Vioscale score** | 69.8 (76% (high)) | 68.1 (72% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 767 | - |
| adoption.github_stars | 23,691 | - |
| adoption.package_downloads_weekly | 2,710,819 | - |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | A workflow orchestration platform that enables teams to build resilient automated processes using Python, with features like automatic retries, state tracking, and run observability. Supports flexible deployment options ranging from managed cloud infrastructure to self-hosted environments on Kubernetes or user-provided compute. | An ELT service that ingests data from 130+ cloud and on-premises applications and data sources, automatically replicating it to data warehouses, data lakes, and lakehouses. It handles extraction, scheduling, monitoring, and loading with minimal configuration required. |
| features.capabilities | `{"role":"orchestrator","lineage":true,"paradigm":"batch","dbt_native":true,"python_first":true,"managed_cloud":true,"connector_count":"Not specified","self_hosted_oss":true,"incremental_runs":true,"distributed_executor":true}` | `{"role":"elt","paradigm":"batch","elt_pushdown":true,"python_first":true,"managed_cloud":true,"connector_count":"130+","incremental_runs":true}` |
| integrations.count | 5 | 130 |
| integrations.list | `[{"name":"Pydantic AI"},{"name":"OpenAI"},{"name":"AWS Secrets Manager"},{"name":"HashiCorp Vault"},{"name":"dbt"}]` | `[{"name":"Datadog"},{"name":"PagerDuty"},{"name":"Slack"},{"name":"Talend Cloud"},{"name":"AWS"},{"name":"Google"},{"name":"Microsoft"},{"name":"Snowflake"},{"name":"SAP"},{"name":"Databricks"},{"name":"Cloudera"}]` |
| language.primary | Python | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Hobby","summary":"Free forever","features":["workflow scheduling","workflow observability","logging & alerting"],"minSeats":2,"description":"Starter tier for individual workflows","contactSales":false,"includedLimits":{"users":"2","deployments":"5","run_retention":"7 days","serverless_compute":"500 min/mo"}},{"free":false,"name":"Starter","summary":"$100/mo","features":["bring your own compute","webhooks","API access"],"minSeats":3,"commitment":"monthly","components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"}],"description":"For teams bringing their own compute infrastructure","contactSales":false,"includedLimits":{"users":"3","deployments":"20","serverless_compute":"75 hours/mo","api_requests_per_min":"1250"}},{"free":false,"name":"Team","summary":"$100/user/mo","features":["service accounts","audit logging","team collaboration"],"minSeats":4,"commitment":"annual","components":[{"kind":"per_unit","unit":"seat","amount":100,"period":"month","currency":"USD"}],"description":"Multi-user collaboration with governance features","contactSales":false,"includedLimits":{"users":"4-8","deployments":"100","serverless_compute":"225 hours/mo","audit_log_retention_hours":"24"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["SSO (SAML/OIDC)","RBAC with object-level ACLs","multiple workspaces","directory sync (SCIM)","IP allowlisting","PrivateLink private networking"],"minSeats":5,"description":"Custom deployment with advanced security and compliance","contactSales":true,"includedLimits":{"deployments":"unlimited","serverless_compute":"custom"}}],"summary":"Free tier. Starter from $100/mo. Team at $100/user/mo. Enterprise custom pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://www.prefect.io/pricing","retrievedAt":"2026-08-14T15:26:09.793Z","startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"usage","plans":[{"free":false,"name":"Standard","summary":"From $100/month for 5M rows. Usage scales with row volume.","features":["7-day historical sync","7-day extraction log retention","SOC 2 Type II compliance","ISO 27001 compliance","Notification extensibility","Post-load webhooks (add-on)","Advanced scheduling (add-on)","Connect API access (add-on)","HIPAA BAA signing (add-on)","Site-to-site VPN (add-on)","AWS private link (add-on)","Reverse SSH tunnel (add-on)","VPC peering AWS (add-on)"],"minSeats":5,"commitment":"monthly","components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"}],"description":"Usage-based plan for individuals and small teams beginning data integration","contactSales":false,"includedLimits":{"users":"5","sources":"10 (standard)","destinations":"1","rows_per_month":"5-300 million","log_retention_days":"7","historical_sync_days":"7"}},{"free":false,"name":"Advanced","summary":"$1,500/month (billed annually, $18,000/year)","features":["60-day extraction log retention","SOC 2 Type II compliance","ISO 27001 compliance","Notification extensibility","Post-load webhooks","Advanced scheduling","Connect API access","HIPAA BAA signing","Site-to-site VPN","AWS private link","Reverse SSH tunnel","VPC peering AWS"],"commitment":"annual","components":[{"kind":"fixed","amount":1500,"period":"month","currency":"USD"}],"description":"Fixed-cost plan for teams requiring advanced features and more sources","contactSales":true,"includedLimits":{"users":"unlimited","sources":"unlimited (enterprise)","destinations":"3","rows_per_month":"100 million","log_retention_days":"60","historical_sync_days":"7"}},{"free":false,"name":"Premium","summary":"$3,000/month (billed annually, $36,000/year)","features":["60-day extraction log retention","SOC 2 Type II compliance","ISO 27001 compliance","Notification extensibility","Post-load webhooks","Advanced scheduling","Connect API access","HIPAA BAA signing","Site-to-site VPN","AWS private link","Reverse SSH tunnel","VPC peering AWS"],"commitment":"annual","components":[{"kind":"fixed","amount":3000,"period":"month","currency":"USD"}],"description":"High-volume plan for fast-growing organizations with mission-critical data needs","contactSales":true,"includedLimits":{"users":"unlimited","sources":"unlimited (enterprise)","destinations":"5","rows_per_month":"1 billion","log_retention_days":"60","historical_sync_days":"7"}},{"free":false,"name":"Stitch Platform","summary":"Custom pricing for agencies","features":["Isolated data pipelines per client","Advanced settings and features","99% uptime SLA","Mission-critical support"],"description":"Multi-tenant platform for agencies managing client data pipelines","contactSales":true}],"addOns":[{"name":"Additional rows"},{"name":"Additional destinations"},{"name":"HIPAA (BAA signing)"},{"name":"Site-to-site VPN"},{"name":"AWS private link"},{"name":"Reverse SSH tunnel"},{"name":"VPC peering (AWS)"}],"summary":"From $100/month (Standard, usage-based). 14-day free trial. Annual contracts for Advanced ($18k/year) and Premium ($36k/year).","currency":"USD","freeTier":true,"sourceUrl":"https://www.stitchdata.com/pricing/","retrievedAt":"2026-08-13T22:39:47.504Z","freeTrialDays":14,"startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | high | high |
| pricing.transparent | yes | yes |
| release.cadence_days | 1 | - |
| release.history | `[{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4","date":"2026-08-25T17:15:13Z","type":"stable","version":"3.8.4"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev7","date":"2026-08-25T08:17:08Z","type":"prerelease","version":"3.8.4.dev7"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev6","date":"2026-08-22T08:08:27Z","type":"prerelease","version":"3.8.4.dev6"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev5","date":"2026-08-21T08:15:17Z","type":"prerelease","version":"3.8.4.dev5"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev4","date":"2026-08-20T08:14:17Z","type":"prerelease","version":"3.8.4.dev4"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev3","date":"2026-08-19T08:12:16Z","type":"prerelease","version":"3.8.4.dev3"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev2","date":"2026-08-18T08:12:04Z","type":"prerelease","version":"3.8.4.dev2"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.4.dev1","date":"2026-08-14T08:31:14Z","type":"prerelease","version":"3.8.4.dev1"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.3","date":"2026-08-13T18:53:23Z","type":"stable","version":"3.8.3"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.3.dev3","date":"2026-08-13T08:33:56Z","type":"prerelease","version":"3.8.3.dev3"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.3.dev2","date":"2026-08-12T08:32:30Z","type":"prerelease","version":"3.8.3.dev2"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.3.dev1","date":"2026-08-11T08:23:35Z","type":"prerelease","version":"3.8.3.dev1"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2","date":"2026-08-07T21:15:48Z","type":"stable","version":"3.8.2"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2.dev6","date":"2026-08-07T08:27:11Z","type":"prerelease","version":"3.8.2.dev6"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2.dev5","date":"2026-08-06T08:59:18Z","type":"prerelease","version":"3.8.2.dev5"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2.dev4","date":"2026-08-05T08:58:55Z","type":"prerelease","version":"3.8.2.dev4"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2.dev3","date":"2026-08-04T09:00:27Z","type":"prerelease","version":"3.8.2.dev3"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2.dev2","date":"2026-08-03T09:13:20Z","type":"prerelease","version":"3.8.2.dev2"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.2.dev1","date":"2026-08-01T08:49:58Z","type":"prerelease","version":"3.8.2.dev1"},{"url":"https://github.com/PrefectHQ/prefect/releases/tag/3.8.1","date":"2026-07-30T21:15:25Z","type":"stable","version":"3.8.1"}]` | - |
| reliability.sla_pct | 99.99 | 99 |
| reliability.status_page | yes | yes |
| security.disclosure_policy | - | yes |
| security.fedramp | - | yes |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | - | yes |
| security.scorecard | 6.9 | - |
| security.soc2 | yes | yes |
| security.vulnerabilities | `{"count":8,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=prefect&per_page=100","last_12m":6,"max_severity":"HIGH"}` | - |

## Capabilities (Data Engineering Tools)

| Capability | Prefect | Stitch |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Orchestrator | ELT / ingestion |
| Processing paradigm | Batch | Batch |
| **Connectivity** |  |  |
| Connector count | Not specified | 130+ |
| CDC / log-based replication | - | - |
| **Transformation** |  |  |
| In-warehouse transformation (push-down) | - | ✓ |
| dbt-native orchestration | ✓ | - |
| **Deployment** |  |  |
| Self-hosted / open-source available | ✓ | - |
| Managed cloud available | ✓ | ✓ |
| **Governance** |  |  |
| Data lineage / asset catalog | ✓ | - |
| **Authoring** |  |  |
| Python-first authoring | ✓ | ✓ |
| **Execution** |  |  |
| Incremental / partition-aware runs | ✓ | ✓ |
| **Quality** |  |  |
| Built-in data quality / tests | - | - |
| **Scale** |  |  |
| Horizontal scale (distributed executor) | ✓ | - |

*Source: Vioscale. Generated 2026-09-01T16:44:32.394Z. "-" = undocumented, not absent.*