# Apache Spark vs Hevo Data

| Attribute | Apache Spark | Hevo Data |
|---|---|---|
| **Vioscale score** | 60.5 (38% (low)) | 65.2 (58% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 8,896 | - |
| adoption.github_stars | 43,882 | - |
| deployment.options | `{"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | Apache Spark is an open-source, multi-language distributed computing engine that unifies data engineering, data science, and machine learning workloads. It processes data at scale using batch or streaming paradigms, provides SQL query capabilities for analytics, and includes built-in libraries for machine learning and graph processing. | 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":"engine","paradigm":"both","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 | 5 | 150 |
| integrations.list | `[{"name":"Hadoop"},{"name":"HDFS"},{"name":"YARN"},{"name":"Kubernetes"},{"name":"Docker"}]` | `[{"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 | Scala | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://spark.apache.org","retrievedAt":"2026-08-14T13:48:09.654Z"}` | `{"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 |
| reliability.status_page | - | yes |
| security.disclosure_policy | yes | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.scorecard | 5.6 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":7,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=maven&package_name=org.apache.spark%3Aspark-core_2.10&per_page=100","last_12m":1,"max_severity":"CRITICAL"}` | - |

## Capabilities (Data Engineering Tools)

| Capability | Apache Spark | Hevo Data |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Processing engine | ELT / ingestion |
| Processing paradigm | Batch + streaming | Batch + streaming |
| **Connectivity** |  |  |
| Connector count | - | 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 2026-09-01T16:37:59.256Z. "-" = undocumented, not absent.*