# Apache NiFi vs Dagster

**Leader by vioscaleAI score:** Dagster

| Attribute | Apache NiFi | Dagster |
|---|---|---|
| **vioscaleAI score** | 63.3 (33% (low)) | 70 (68% (medium)) |
| activity.commits_last_30d | 99 | 100 |
| adoption.dependent_repos | - | 286 |
| adoption.github_stars | 6,255 | 16,269 |
| adoption.package_downloads_weekly | - | 2,028,283 |
| content.faq | `[{"answer":"Apache NiFi is an open-source data orchestration platform that enables reliable, guaranteed-delivery processing and routing of data flows with complete tracking and provenance. It provides visual pipeline design, real-time configuration changes, and extensive integrations with enterprise systems, cloud services, and data platforms. It is indexed under Data Engineering Tools.","source":"https://nifi.apache.org","question":"What is Apache NiFi?","confidence":0.6},{"answer":"Apache NiFi is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://nifi.apache.org","question":"Is Apache NiFi free to use?","confidence":0.6},{"answer":"Apache NiFi supports the web, Windows, Linux and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://nifi.apache.org","question":"What platforms does Apache NiFi support?","confidence":0.6},{"answer":"Yes. Apache NiFi can be deployed cloud / SaaS, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://nifi.apache.org","question":"Can Apache NiFi be self-hosted?","confidence":0.6},{"answer":"We have confirmed 47 integrations for Apache NiFi, including Amazon S3, Amazon SQS, Amazon DynamoDB, Amazon Lambda, Amazon Kinesis, Amazon Polly, Amazon Transcribe and Amazon Translate, plus 39 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://nifi.apache.org","question":"What does Apache NiFi integrate with?","confidence":0.6},{"answer":"Yes. Apache NiFi is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/apache/nifi","question":"Is Apache NiFi open source?","confidence":0.95}]` | `[{"answer":"A unified orchestration and observability platform that manages data pipelines through assets, tracks dependencies and lineage, enforces data quality, and integrates with existing tools like dbt, Snowflake, and Spark. Supports both self-hosted open-source and managed cloud deployment. It is indexed under Data Engineering Tools.","source":"https://dagster.io/pricing","question":"What is Dagster?","confidence":0.6},{"answer":"Dagster offers a free tier, so you can start without paying. Paid plans start at $0.01. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://dagster.io/pricing","question":"Is Dagster free?","confidence":0.6},{"answer":"Dagster supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://dagster.io/pricing","question":"What platforms does Dagster support?","confidence":0.6},{"answer":"Yes. Dagster can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://dagster.io/pricing","question":"Can Dagster be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Dagster, including dbt, Snowflake, Spark, Databricks, Azure, AWS, Airbyte and Tableau, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://dagster.io/pricing","question":"What does Dagster integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Dagster. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Dagster not holding them. Always confirm compliance directly before you rely on it.","source":"https://dagster.io/security","question":"What security certifications does Dagster have?","confidence":0.7},{"answer":"Yes. Dagster is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/dagster-io/dagster","question":"Is Dagster open source?","confidence":0.95},{"answer":"Dagster is available worldwide. Its primary market is the United States.","source":"https://dagster.io/pricing","question":"Where is Dagster available?","confidence":0.75}]` |
| deployment.options | `{"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | Apache NiFi is a data flow automation platform that enables users to build, manage, and operate data processing pipelines. It supports horizontal clustering, provides visual lineage tracking, and includes a wide variety of integrated connectors and processors for data movement and transformation. | An orchestration and observability platform that models data assets, manages their dependencies, and integrates lineage tracking, quality monitoring, and data cataloging for managing pipelines from development to production. |
| features.capabilities | `{"cdc":true,"role":"orchestrator","lineage":true,"paradigm":"both","data_quality":true,"elt_pushdown":false,"connector_count":"200+","self_hosted_oss":true,"streaming_ingestion":true,"custom_connector_sdk":true,"distributed_executor":true,"self_hosted_available":true}` | `{"cdc":false,"role":"orchestrator","lineage":true,"paradigm":"batch","dbt_native":true,"data_quality":true,"elt_pushdown":false,"python_first":true,"managed_cloud":true,"connector_count":"28+","self_hosted_oss":true,"incremental_runs":true,"distributed_executor":true}` |
| integrations.count | 200 | 28 |
| integrations.list | `[{"name":"Amazon S3"},{"name":"Amazon SQS"},{"name":"Amazon DynamoDB"},{"name":"Amazon Lambda"},{"name":"Amazon Kinesis"},{"name":"Amazon Polly"},{"name":"Amazon Transcribe"},{"name":"Amazon Translate"},{"name":"Amazon Textract"},{"name":"CloudWatch"},{"name":"Azure Blob Storage"},{"name":"Azure Data Lake Storage"},{"name":"Azure Event Hub"},{"name":"Azure Cosmos DB"},{"name":"Azure Data Explorer"},{"name":"Azure Queue Storage"},{"name":"Google Cloud Pub/Sub"},{"name":"Google BigQuery"},{"name":"Google Cloud Vision"},{"name":"Google Drive"},{"name":"Apache Kafka"},{"name":"Apache MQTT"},{"name":"Apache JMS"},{"name":"MongoDB"},{"name":"Elasticsearch"},{"name":"Redis"},{"name":"Splunk"},{"name":"Salesforce"},{"name":"Slack"},{"name":"HubSpot"},{"name":"Shopify"},{"name":"Zendesk"},{"name":"Workday"},{"name":"Box"},{"name":"Dropbox"},{"name":"SFTP"},{"name":"FTP"},{"name":"SMB"},{"name":"HTTP"},{"name":"IMAP"},{"name":"POP3"},{"name":"SMTP"},{"name":"Snowflake"},{"name":"BigQuery"},{"name":"MySQL"},{"name":"JDBC"},{"name":"Airtable"},{"name":"SNMP"},{"name":"Syslog"},{"name":"Iceberg"},{"name":"Azure","native":true,"category":"cloud"},{"name":"AWS","native":true,"category":"cloud"},{"name":"Confluent","native":true,"category":"data_streaming"},{"name":"HashiCorp Vault","native":true,"category":"secrets_management"},{"name":"GitHub","native":true,"category":"scm"},{"name":"GitLab","native":true,"category":"scm"},{"name":"Bitbucket","native":true,"category":"scm"},{"name":"Azure DevOps","native":true,"category":"devops"},{"name":"Apicurio","native":true,"category":"schema_registry"},{"name":"Amazon Glue","native":true,"category":"data_catalog"},{"name":"Kubernetes","native":true,"category":"orchestration"}]` | `[{"name":"dbt"},{"name":"Snowflake"},{"name":"Spark"},{"name":"Databricks"},{"name":"Azure"},{"name":"AWS"},{"name":"Airbyte"},{"name":"Tableau"},{"name":"Soda"},{"name":"Slack"},{"name":"Microsoft Teams"},{"name":"PagerDuty"},{"name":"Datadog"},{"name":"Python"},{"name":"dbt Cloud","native":true,"category":"transformation","direction":"outbound"},{"name":"Fivetran","native":true,"category":"ingestion","direction":"outbound"},{"name":"AWS S3","category":"storage","direction":"bidirectional"},{"name":"AWS Redshift","category":"data_warehouse"},{"name":"AWS EMR","category":"compute"},{"name":"AWS Glue","category":"transformation"},{"name":"AWS Athena","category":"analytics"},{"name":"AWS CloudWatch","category":"monitoring","direction":"outbound"},{"name":"Salesforce","category":"crm","direction":"inbound"},{"name":"Looker","category":"analytics"},{"name":"Power BI","category":"analytics"},{"name":"Sigma","category":"analytics"},{"name":"Clickhouse","category":"storage"},{"name":"Ray","category":"compute"},{"name":"lakeFS","category":"data_management"},{"name":"OpenMetadata","category":"metadata"},{"name":"Cube","category":"semantic_layer"},{"name":"SFTP","category":"file_transfer"},{"name":"Microsoft SharePoint","category":"collaboration"},{"name":"Slurm","category":"compute"},{"name":"AWS Secrets Manager","category":"security"},{"name":"AWS SSM Parameter Store","category":"configuration"},{"name":"AWS ECR","category":"container_registry"},{"name":"Airflow","native":true,"category":"orchestration","direction":"inbound"},{"name":"Singer","native":true,"category":"ingestion","direction":"inbound"}]` |
| language.primary | Java | Python |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true,"linux":true,"windows":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","sourceUrl":"https://nifi.apache.org","retrievedAt":"2026-09-10T15:59:34.427Z"}` | `{"type":"hybrid","plans":[{"free":false,"name":"Solo","summary":"$10/month + $0.04/credit + $0.01/minute serverless compute","features":["Core and asset-based orchestration","Local development (dg CLI)","Partitions and backfills","Branch deployments","Asset checks","dbt integration","Asset lineage","Email and Slack alerts"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":10,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.04,"currency":"USD"},{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.01,"currency":"USD"}],"description":"Personal projects and simple pipelines","contactSales":false,"includedLimits":{"users":"1","deployments":"1","code_locations":"1"}},{"free":false,"name":"Starter","summary":"$100/month + $0.035/credit","features":["All Solo features","Workflow-based orchestration","Freshness policies","Data column lineage","BI tool integration","Cost tracking for BigQuery and Snowflake","Catalog search","SAML SSO","Granular RBAC","PagerDuty and Datadog integration"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.035,"currency":"USD"}],"description":"Small teams running production pipelines","contactSales":false,"includedLimits":{"users":"up to 3","code_locations":"5"}},{"free":false,"name":"Pro","summary":"Custom pricing; contact sales","features":["All Starter features","Custom serverless compute","Cost tracking and insights","Personalized onboarding support","Private Slack channel","Uptime SLAs","Custom security questionnaires","AI proactive monitoring","SCIM provisioning (Okta, Entra ID)","Audit logs","Hybrid deployments (Kubernetes, ECS, Docker, Azure)","EU data residency","SIEM log export"],"description":"Building and scaling an enterprise data platform","contactSales":true,"includedLimits":{"deployments":"Unlimited","code_locations":"Unlimited"}}],"summary":"From $10/month. Free 30-day trial. Subscription plus metered usage model.","currency":"USD","freeTier":true,"sourceUrl":"https://dagster.io/pricing","retrievedAt":"2026-10-13T15:14:18.877Z","freeTrialDays":30,"startingPrice":{"amount":10,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.starting_price | - | `{"amount":10,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 40 | 7 |
| release.history | `[{"url":"https://github.com/apache/nifi/releases/tag/rel/nifi-2.12.0","date":"2026-09-13T21:07:24Z","type":"stable","version":"rel/nifi-2.12.0"},{"url":"https://github.com/apache/nifi/releases/tag/rel/nifi-2.11.0","date":"2026-08-03T08:51:21Z","type":"stable","version":"rel/nifi-2.11.0"},{"url":"https://github.com/apache/nifi/releases/tag/rel/nifi-2.10.0","date":"2026-06-23T11:05:48Z","type":"stable","version":"rel/nifi-2.10.0"}]` | `[{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.26","date":"2026-10-09T23:08:50Z","type":"stable","version":"1.13.26"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.25","date":"2026-10-01T18:17:43Z","type":"stable","version":"1.13.25"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.24","date":"2026-09-21T23:53:17Z","type":"stable","version":"1.13.24"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.23","date":"2026-09-16T21:25:17Z","type":"stable","version":"1.13.23"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.22","date":"2026-09-11T16:59:11Z","type":"stable","version":"1.13.22"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.21","date":"2026-09-03T20:03:16Z","type":"stable","version":"1.13.21"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.20","date":"2026-08-27T16:50:54Z","type":"stable","version":"1.13.20"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.19","date":"2026-08-21T15:53:20Z","type":"stable","version":"1.13.19"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.18","date":"2026-08-14T19:59:51Z","type":"stable","version":"1.13.18"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.17","date":"2026-08-07T19:12:58Z","type":"stable","version":"1.13.17"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.16","date":"2026-07-30T17:24:09Z","type":"stable","version":"1.13.16"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.15","date":"2026-07-23T15:59:52Z","type":"stable","version":"1.13.15"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.14","date":"2026-07-16T18:39:10Z","type":"stable","version":"1.13.14"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.13","date":"2026-07-09T17:39:15Z","type":"stable","version":"1.13.13"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.12","date":"2026-07-02T16:27:40Z","type":"stable","version":"1.13.12"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.11","date":"2026-06-25T18:23:24Z","type":"stable","version":"1.13.11"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.10","date":"2026-06-18T19:23:58Z","type":"stable","version":"1.13.10"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.9","date":"2026-06-11T19:16:52Z","type":"stable","version":"1.13.9"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.8","date":"2026-06-04T18:11:04Z","type":"stable","version":"1.13.8"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.7","date":"2026-05-28T17:18:25Z","type":"stable","version":"1.13.7"}]` |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.scorecard | 7 | 5.1 |
| security.soc2 | - | yes |
| security.trust_center | https://nifi.apache.org/documentation/security/ | https://dagster.io/security |
| security.vulnerabilities | - | `{"count":3,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dagster&per_page=100","last_12m":1,"max_severity":"HIGH"}` |

## Capabilities (Data Engineering Tools)

| Capability | Apache NiFi | Dagster |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Orchestrator | Orchestrator |
| Processing paradigm | Batch + streaming | Batch |
| **Connectivity** |  |  |
| Connector count | 200+ | 28+ |
| 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: vioscaleAI. Generated 2026-10-16T20:59:07.547Z. "-" = undocumented, not absent.*