# Apache Spark vs Stitch

**Leader by Vioscale score:** Stitch

| Attribute | Apache Spark | Stitch |
|---|---|---|
| **Vioscale score** | 56.5 (38% (low)) | 68.1 (72% (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. | An ELT service that ingests data from 130+ cloud and on-premises applications and data sources, automatically replicating it to data warehouses, data lakes, and lakehouses. It handles extraction, scheduling, monitoring, and loading with minimal configuration required. |
| features.capabilities | `{"role":"engine","paradigm":"both","self_hosted_oss":true,"distributed_executor":true}` | `{"role":"elt","paradigm":"batch","elt_pushdown":true,"python_first":true,"managed_cloud":true,"connector_count":"130+","incremental_runs":true}` |
| integrations.count | 5 | 130 |
| integrations.list | `[{"name":"Hadoop"},{"name":"HDFS"},{"name":"YARN"},{"name":"Kubernetes"},{"name":"Docker"}]` | `[{"name":"Datadog"},{"name":"PagerDuty"},{"name":"Slack"},{"name":"Talend Cloud"},{"name":"AWS"},{"name":"Google"},{"name":"Microsoft"},{"name":"Snowflake"},{"name":"SAP"},{"name":"Databricks"},{"name":"Cloudera"}]` |
| language.primary | Scala | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"US","primaryMarkets":["US"],"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":"usage","plans":[{"free":false,"name":"Standard","summary":"From $100/month for 5M rows. Usage scales with row volume.","features":["7-day historical sync","7-day extraction log retention","SOC 2 Type II compliance","ISO 27001 compliance","Notification extensibility","Post-load webhooks (add-on)","Advanced scheduling (add-on)","Connect API access (add-on)","HIPAA BAA signing (add-on)","Site-to-site VPN (add-on)","AWS private link (add-on)","Reverse SSH tunnel (add-on)","VPC peering AWS (add-on)"],"minSeats":5,"commitment":"monthly","components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"}],"description":"Usage-based plan for individuals and small teams beginning data integration","contactSales":false,"includedLimits":{"users":"5","sources":"10 (standard)","destinations":"1","rows_per_month":"5-300 million","log_retention_days":"7","historical_sync_days":"7"}},{"free":false,"name":"Advanced","summary":"$1,500/month (billed annually, $18,000/year)","features":["60-day extraction log retention","SOC 2 Type II compliance","ISO 27001 compliance","Notification extensibility","Post-load webhooks","Advanced scheduling","Connect API access","HIPAA BAA signing","Site-to-site VPN","AWS private link","Reverse SSH tunnel","VPC peering AWS"],"commitment":"annual","components":[{"kind":"fixed","amount":1500,"period":"month","currency":"USD"}],"description":"Fixed-cost plan for teams requiring advanced features and more sources","contactSales":true,"includedLimits":{"users":"unlimited","sources":"unlimited (enterprise)","destinations":"3","rows_per_month":"100 million","log_retention_days":"60","historical_sync_days":"7"}},{"free":false,"name":"Premium","summary":"$3,000/month (billed annually, $36,000/year)","features":["60-day extraction log retention","SOC 2 Type II compliance","ISO 27001 compliance","Notification extensibility","Post-load webhooks","Advanced scheduling","Connect API access","HIPAA BAA signing","Site-to-site VPN","AWS private link","Reverse SSH tunnel","VPC peering AWS"],"commitment":"annual","components":[{"kind":"fixed","amount":3000,"period":"month","currency":"USD"}],"description":"High-volume plan for fast-growing organizations with mission-critical data needs","contactSales":true,"includedLimits":{"users":"unlimited","sources":"unlimited (enterprise)","destinations":"5","rows_per_month":"1 billion","log_retention_days":"60","historical_sync_days":"7"}},{"free":false,"name":"Stitch Platform","summary":"Custom pricing for agencies","features":["Isolated data pipelines per client","Advanced settings and features","99% uptime SLA","Mission-critical support"],"description":"Multi-tenant platform for agencies managing client data pipelines","contactSales":true}],"addOns":[{"name":"Additional rows"},{"name":"Additional destinations"},{"name":"HIPAA (BAA signing)"},{"name":"Site-to-site VPN"},{"name":"AWS private link"},{"name":"Reverse SSH tunnel"},{"name":"VPC peering (AWS)"}],"summary":"From $100/month (Standard, usage-based). 14-day free trial. Annual contracts for Advanced ($18k/year) and Premium ($36k/year).","currency":"USD","freeTier":true,"sourceUrl":"https://www.stitchdata.com/pricing/","retrievedAt":"2026-08-13T22:39:47.504Z","freeTrialDays":14,"startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | free | high |
| pricing.transparent | yes | yes |
| reliability.sla_pct | - | 99 |
| reliability.status_page | - | yes |
| security.disclosure_policy | yes | yes |
| security.fedramp | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | 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 | Stitch |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Processing engine | ELT / ingestion |
| Processing paradigm | Batch + streaming | Batch |
| **Connectivity** |  |  |
| Connector count | - | 130+ |
| 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 2026-09-01T20:41:01.089Z. "-" = undocumented, not absent.*