# Apache Spark vs Hevo Data

**Leader by vioscaleAI score:** Hevo Data

| Attribute | Apache Spark | Hevo Data |
|---|---|---|
| **vioscaleAI score** | 51.9 (34% (low)) | 65.6 (58% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 8,896 | - |
| adoption.github_stars | 44,188 | - |
| content.faq | `[{"answer":"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. It is indexed under Data Engineering Tools.","source":"https://spark.apache.org","question":"What is Apache Spark?","confidence":0.6},{"answer":"Apache Spark 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://spark.apache.org","question":"Is Apache Spark free to use?","confidence":0.6},{"answer":"Apache Spark supports a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://spark.apache.org","question":"What platforms does Apache Spark support?","confidence":0.6},{"answer":"Yes. Apache Spark can be deployed on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://spark.apache.org","question":"Can Apache Spark be self-hosted?","confidence":0.6},{"answer":"We have confirmed 5 integrations for Apache Spark, including Hadoop, HDFS, YARN, Kubernetes and Docker. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://spark.apache.org","question":"What does Apache Spark integrate with?","confidence":0.6},{"answer":"Yes. Apache Spark 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/spark","question":"Is Apache Spark open source?","confidence":0.95}]` | `[{"answer":"A unified platform for moving data from multiple sources to data warehouses with real-time replication capabilities, integrated dbt-based transformation, and comprehensive monitoring and recovery features. It is indexed under Data Engineering Tools.","source":"https://hevodata.com/hevo-vs-fivetran-pricing-calculator/","question":"What is Hevo Data?","confidence":0.6},{"answer":"Hevo Data is a paid product; published pricing starts at $265 per month. It is sold across 4 plans (Free, Starter, Professional and Business Critical). There is no free tier. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://hevodata.com","question":"How much does Hevo Data cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Hevo Data. 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://hevodata.com/hevo-vs-fivetran-pricing-calculator/","question":"What platforms does Hevo Data support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Hevo Data, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://hevodata.com/hevo-vs-fivetran-pricing-calculator/","question":"Can Hevo Data be self-hosted?","confidence":0.6},{"answer":"We have confirmed 47 integrations for Hevo Data, including MySQL, PostgreSQL, SQL Server, MongoDB, Oracle, Redshift, BigQuery and MariaDB, plus 39 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://hevodata.com/hevo-vs-fivetran-pricing-calculator/","question":"What does Hevo Data integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Hevo Data. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Hevo Data not holding them. Always confirm compliance directly before you rely on it.","source":"https://hevodata.com/security/","question":"What security certifications does Hevo Data have?","confidence":0.7},{"answer":"Hevo Data is available worldwide. Its primary markets are the United States and the EU. The vendor is headquartered in the United States.","source":"https://hevodata.com/hevo-vs-fivetran-pricing-calculator/","question":"Where is Hevo Data available?","confidence":0.75}]` |
| deployment.options | `{"on_prem":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true}` |
| description.long | A data processing framework offering high-level APIs across multiple programming languages and integrated tools for SQL processing, machine learning, graph analysis, and real-time stream processing. | A cloud-native ELT platform that automates data movement from 150+ sources into data warehouses with built-in dbt-based transformations, automatic schema drift handling, and enterprise security controls. |
| features.capabilities | `{"role":"engine","paradigm":"both","self_hosted_oss":true,"distributed_executor":true}` | `{"cdc":true,"role":"elt","soc2":true,"lineage":false,"paradigm":"both","dbt_native":true,"cdc_support":true,"data_quality":true,"elt_pushdown":true,"python_first":false,"managed_cloud":true,"connector_count":"150+","self_hosted_oss":false,"incremental_runs":true,"streaming_ingestion":true,"custom_connector_sdk":true,"distributed_executor":true,"schema_drift_handling":true,"pii_masking_at_ingestion":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"},{"name":"Google Analytics","native":true,"category":"analytics"},{"name":"Databricks","native":true,"category":"data_warehouse"},{"name":"Azure Synapse Analytics","native":true,"category":"data_warehouse"},{"name":"Microsoft SQL Server","native":true,"category":"database"},{"name":"Slack","native":true,"category":"chat"},{"name":"Kafka","native":true,"category":"streaming"},{"name":"Google Sheets","native":true,"category":"productivity"},{"name":"Segment","native":true,"category":"cdp"},{"name":"Amplitude","native":true,"category":"analytics"},{"name":"Firebase Analytics","native":true,"category":"analytics"},{"name":"Mixpanel","native":true,"category":"analytics"},{"name":"NetSuite","native":true,"category":"erp"},{"name":"Mailchimp","native":true,"category":"email"},{"name":"Klaviyo","native":true,"category":"email"},{"name":"Salesforce Marketing Cloud","native":true,"category":"marketing"},{"name":"TikTok Ads","native":true,"category":"advertising"},{"name":"Pinterest Ads","native":true,"category":"advertising"},{"name":"Amazon Ads","native":true,"category":"advertising"},{"name":"Apple Search Ads","native":true,"category":"advertising"},{"name":"QuickBooks Online","native":true,"category":"accounting"},{"name":"Intercom","native":true,"category":"support"},{"name":"Freshsales","native":true,"category":"crm"},{"name":"Pardot","native":true,"category":"marketing"},{"name":"SendGrid","native":true,"category":"email"},{"name":"ElasticSearch","native":true,"category":"search"},{"name":"AWS Opensearch","native":true,"category":"search"},{"name":"Apify","native":true,"category":"web_scraping"},{"name":"REST API","native":true,"category":"api"},{"name":"Webhooks","native":true,"category":"api"}]` |
| language.primary | Scala | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":["DE","IN","US","SG","AU"],"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.certifications | - | `[{"name":"SOC 2 Type II","status":"active","auditor":"AICPA"},{"name":"GDPR","status":"active"},{"name":"HIPAA","status":"active"},{"name":"CPRA","status":"active"},{"name":"DORA","status":"active"}]` |
| security.disclosure_policy | yes | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.scorecard | 5.6 | - |
| security.soc2 | - | yes |
| security.trust_center | - | https://hevodata.com/security/ |
| security.vulnerabilities | `{"count":9,"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: vioscaleAI. Generated 2026-10-16T19:16:10.066Z. "-" = undocumented, not absent.*