# Apache Beam vs Census

**Leader by vioscaleAI score:** Census

| Attribute | Apache Beam | Census |
|---|---|---|
| **vioscaleAI score** | 53.7 (42% (low)) | 79.7 (74% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 1,425 | - |
| adoption.github_stars | 8,684 | - |
| content.faq | `[{"answer":"Apache Beam enables organizations to process data in both batch and streaming modes through a single unified model, with the flexibility to read from diverse data sources and write to popular data sinks across different deployment environments. It is indexed under Data Engineering Tools.","source":"https://beam.apache.org","question":"What is Apache Beam?","confidence":0.6},{"answer":"Apache Beam 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://beam.apache.org","question":"Is Apache Beam free to use?","confidence":0.6},{"answer":"Yes. Apache Beam can be deployed cloud / SaaS, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://beam.apache.org","question":"Can Apache Beam be self-hosted?","confidence":0.6},{"answer":"Yes. Apache Beam 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/beam","question":"Is Apache Beam open source?","confidence":0.95}]` | `[{"answer":"Fivetran ingests data from SaaS applications, databases, and ERPs into data warehouses and lakes, applies SQL-based transformations on schedule, and activates the data for analytics and business operations. It is indexed under Data Engineering Tools.","source":"https://www.getcensus.com","question":"What is Census?","confidence":0.6},{"answer":"Census offers a free tier, so you can start without paying. Paid plans start at $5 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.getcensus.com/pricing","question":"Is Census free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Census. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.getcensus.com/pricing","question":"What platforms does Census support?","confidence":0.6},{"answer":"Not fully, on what we have confirmed. Census is offered as cloud / SaaS and hybrid, and a hybrid deployment usually means some components can run on your own infrastructure while the rest stays vendor-hosted. We have not confirmed a completely self-hosted option, so check with the vendor if that is a requirement.","source":"https://www.getcensus.com","question":"Can Census be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Census, including Snowflake, Google BigQuery, Salesforce, Databricks, AWS Redshift, Azure Synapse, Marketo and HubSpot, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.getcensus.com","question":"What does Census integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Census. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Census not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.getcensus.com/security","question":"What security certifications does Census have?","confidence":0.7},{"answer":"Census is available worldwide. Its primary markets are the United States and the EU. The vendor is headquartered in the United States.","source":"https://www.getcensus.com/pricing","question":"Where is Census available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | Apache Beam is an open-source framework for processing data at scale using both batch and streaming paradigms. It enables users to write data transformation logic once and execute it across diverse deployment environments and data sources. | Fivetran ingests data from SaaS applications, databases, and ERPs into data warehouses and lakes, applies SQL-based transformations on schedule, and activates the data for analytics and business operations. |
| features.capabilities | `{"role":"orchestrator","paradigm":"both","managed_cloud":true,"connector_count":"Multiple I/O connectors for diverse data sources and sinks","self_hosted_oss":true,"distributed_executor":true}` | `{"cdc":true,"role":"elt","lineage":false,"paradigm":"both","dbt_native":true,"data_quality":false,"elt_pushdown":true,"python_first":false,"managed_cloud":true,"connector_count":"900+ sources and destinations","self_hosted_oss":false,"incremental_runs":true,"reverse_etl_addon":true,"distributed_executor":true,"schema_drift_handling":true,"managed_cloud_available":true}` |
| integrations.count | 1 | 900 |
| integrations.list | `[{"name":"Apache Hop","native":true}]` | `[{"name":"Snowflake"},{"name":"Google BigQuery"},{"name":"Salesforce"},{"name":"Databricks"},{"name":"AWS Redshift"},{"name":"Azure Synapse"},{"name":"Marketo"},{"name":"HubSpot"},{"name":"Zendesk"},{"name":"Braze"},{"name":"Facebook Ads"},{"name":"Google Ads"},{"name":"Postgres"},{"name":"MySQL"},{"name":"dbt Core","native":true},{"name":"SAP","native":true,"category":"erp"}]` |
| language.primary | Java | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":["US","CA","GB","AU","IN","SG"],"notAvailableCountries":[]}` |
| platform.support | - | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://beam.apache.org","retrievedAt":"2026-08-03T14:24:53.130Z"}` | `{"type":"usage","plans":[{"free":false,"name":"Starter","description":"For small teams with low data volumes","contactSales":false},{"free":false,"name":"Standard","description":"For organizations with database sources, 15-minute sync frequencies, or REST API needs","contactSales":false},{"free":false,"name":"Enterprise","description":"High-volume replication with timely support and granular role-based access control","contactSales":false},{"free":false,"name":"Business Critical","description":"For global enterprise teams with strict data residency and compliance requirements","contactSales":false}],"summary":"Usage-based (pay per monthly active record). Free tier: 5,000 model runs monthly on all plans. 14-day trial per new connection. Annual contracts: automatic discounts from 5%+.","freeTier":true,"sourceUrl":"https://www.getcensus.com/pricing","retrievedAt":"2026-09-18T12:37:51.007Z","freeTrialDays":14,"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | free | low |
| pricing.transparent | yes | yes |
| release.cadence_days | 40 | - |
| release.history | `[{"url":"https://github.com/apache/beam/releases/tag/v2.77.0","date":"2026-10-07T14:33:00Z","type":"stable","version":"v2.77.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.76.0","date":"2026-08-11T11:18:23Z","type":"stable","version":"v2.76.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.75.0","date":"2026-07-08T06:42:25Z","type":"stable","version":"v2.75.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.74.0","date":"2026-05-22T16:19:15Z","type":"stable","version":"v2.74.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.73.0","date":"2026-04-17T14:27:20Z","type":"stable","version":"v2.73.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.72.0","date":"2026-03-16T19:01:49Z","type":"stable","version":"v2.72.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.71.0","date":"2026-01-08T14:41:44Z","type":"stable","version":"v2.71.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.70.0","date":"2025-12-09T09:59:26Z","type":"stable","version":"v2.70.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.69.0","date":"2025-10-17T11:50:24Z","type":"stable","version":"v2.69.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.68.0","date":"2025-09-15T14:08:15Z","type":"stable","version":"v2.68.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.67.0","date":"2025-08-01T06:31:59Z","type":"stable","version":"v2.67.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.66.0","date":"2025-06-18T19:05:29Z","type":"stable","version":"v2.66.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.65.0","date":"2025-05-12T19:13:18Z","type":"stable","version":"v2.65.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.64.0","date":"2025-03-31T14:35:58Z","type":"stable","version":"v2.64.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.63.0","date":"2025-02-18T15:31:22Z","type":"stable","version":"v2.63.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.62.0","date":"2025-01-13T15:35:11Z","type":"stable","version":"v2.62.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.61.0","date":"2024-11-14T14:46:46Z","type":"stable","version":"v2.61.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.60.0","date":"2024-10-16T17:47:00Z","type":"stable","version":"v2.60.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.59.0","date":"2024-08-24T17:16:03Z","type":"stable","version":"v2.59.0"},{"url":"https://github.com/apache/beam/releases/tag/v2.58.1","date":"2024-08-16T18:44:00Z","type":"stable","version":"v2.58.1"}]` | - |
| reliability.status_page | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.pci | - | yes |
| security.scorecard | 7.8 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fapache%2Fbeam&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (Data Engineering Tools)

| Capability | Apache Beam | Census |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Orchestrator | ELT / ingestion |
| Processing paradigm | Batch + streaming | Batch + streaming |
| **Connectivity** |  |  |
| Connector count | Multiple I/O connectors for diverse data sources and sinks | 900+ sources and destinations |
| 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 2026-10-16T19:15:40.966Z. "-" = undocumented, not absent.*