# Apache Beam vs Hevo Data

| Attribute | Apache Beam | Hevo Data |
|---|---|---|
| **Vioscale score** | 70 (35% (low)) | 65.2 (58% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 1,425 | - |
| adoption.github_stars | 8,650 | - |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | 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. | Hevo is an end-to-end ELT platform that automates data movement from 150+ sources into warehouses with built-in dbt-based transformations and real-time operational visibility. It handles schema changes automatically, recovers from failures without manual intervention, and scales to process petabytes of data monthly. |
| 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":"150+","self_hosted_oss":false,"incremental_runs":true,"distributed_executor":true}` |
| integrations.count | - | 150 |
| integrations.list | - | `[{"name":"MySQL"},{"name":"PostgreSQL"},{"name":"SQL Server"},{"name":"MongoDB"},{"name":"Oracle"},{"name":"Redshift"},{"name":"BigQuery"},{"name":"MariaDB"},{"name":"Salesforce"},{"name":"HubSpot"},{"name":"Zendesk"},{"name":"Shopify"},{"name":"Google Ads"},{"name":"Facebook Ads"},{"name":"Amazon S3"},{"name":"Google Cloud Storage"},{"name":"Azure Blob"},{"name":"SFTP"},{"name":"Snowflake"},{"name":"Google Cloud"},{"name":"dbt Core"}]` |
| language.primary | Java | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | - | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://beam.apache.org","retrievedAt":"2026-08-03T14:24:53.130Z"}` | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"Free, up to 1M events/month","features":["1-hour scheduling","Up to 5 users"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Free forever for limited connectors","contactSales":false,"includedLimits":{"events":"1M/month"}},{"free":false,"name":"Starter","summary":"$299/month (monthly) or $265/month (annual, 12% off)","features":["Everything in Free, plus","Up to 10 users","150+ connectors","dbt integration","SSH/SSL","24/7 email and live chat support"],"components":[{"kind":"fixed","amount":299,"period":"month","currency":"USD"},{"kind":"fixed","amount":265,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"events":"5M-50M/month"}},{"free":false,"name":"Professional","summary":"$849/month (monthly) or $750/month (annual, 12% off)","features":["Everything in Starter, plus","Unlimited users","Hevo APIs for Pipeline automation","Reverse SSH","Add-ons available"],"components":[{"kind":"fixed","amount":849,"period":"month","currency":"USD"},{"kind":"fixed","amount":750,"period":"month","currency":"USD"}],"description":"Best value","contactSales":false,"includedLimits":{"events":"20M-100M/month"}},{"free":false,"name":"Business Critical","summary":"Custom pricing","features":["Everything in Professional, plus","Streaming Pipelines","Role Based Access Control","Single sign-on","Multiple Workspaces","VPC Peering","Advanced security certificates"],"contactSales":true}],"summary":"From $0 (Free). Starter $265–$299/month. Professional $750–$849/month. Custom plans available.","currency":"USD","freeTier":true,"sourceUrl":"https://hevodata.com","retrievedAt":"2026-08-03T14:25:36.545Z","freeTrialDays":14,"startingPrice":{"amount":265,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | no |
| pricing.model | commercial | commercial |
| pricing.price_level | free | unknown |
| pricing.transparent | yes | yes |
| release.cadence_days | 36 | - |
| release.history | `[{"url":"https://github.com/apache/beam/releases/tag/v2.76.0-RC4","date":"2026-08-11T11:18:23Z","type":"prerelease","version":"v2.76.0-RC4"},{"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"},{"url":"https://github.com/apache/beam/releases/tag/v2.58.0","date":"2024-08-06T13:49:24Z","type":"stable","version":"v2.58.0"}]` | - |
| reliability.status_page | - | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.scorecard | 6.4 | - |
| 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 | Hevo Data |
|---|:--:|:--:|
| **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 | 150+ |
| 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 2026-09-01T17:30:00.296Z. "-" = undocumented, not absent.*