Comparison

Airbyte vs Apache Spark

No clear leader: Airbyte (65.3) and Apache Spark (60.5) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Airbyte65
Apache Spark61
Score
Vioscale score
Airbyte65 / 100high · 76%
Apache Spark61 / 100low · 38%
Pricing
Free tier
Airbyte
Apache Spark
Model
Airbytecommercial
Apache Sparkcommercial
Price level
Airbytelow
Apache Sparkfree
Transparent
Airbyte
Apache Spark
Integrations
Count
Airbyte50
Apache Spark5
Reliability
Status page
Airbyte
Apache Spark
Adoption
Dependent repos
Airbyte7
Apache Spark8,896
Github stars
Airbyte21,957
Apache Spark43,882
Package downloads weekly
Airbyte269,893
Apache Spark
Activity
Commits last 30d
Airbyte100
Apache Spark100
Release
Cadence days
Airbyte7
Apache Spark
History
Airbyte20 items
Apache Spark
License
Spdx
Airbyte
Apache SparkApache-2.0
Language
Primary
AirbytePython
Apache SparkScala
Market

Capabilities

Feature-by-feature on the axes that matter for data engineering tools. “-” means undocumented, not absent.

Core
Tool role
Airbyte-
Apache SparkProcessing engine
Processing paradigm
AirbyteBatch + streaming
Apache SparkBatch + streaming
Connectivity
Connector count
Airbyte50+
Apache Spark-
CDC / log-based replication
Airbyte-
Apache Spark-
Transformation
In-warehouse transformation (push-down)
Airbyte-
Apache Spark-
dbt-native orchestration
Airbyte-
Apache Spark-
Deployment
Self-hosted / open-source available
Airbyte
Apache Spark
Managed cloud available
Airbyte
Apache Spark-
Governance
Data lineage / asset catalog
Airbyte-
Apache Spark-
Authoring
Python-first authoring
Airbyte
Apache Spark-
Execution
Incremental / partition-aware runs
Airbyte
Apache Spark-
Quality
Built-in data quality / tests
Airbyte-
Apache Spark-
Scale
Horizontal scale (distributed executor)
Airbyte-
Apache Spark

What each one is

The product in its own terms, so the numbers below have context.

Airbyte

Infrastructure that connects your business systems, pre-indexes and unifies their data, and serves it to AI agents through a managed context layer. Supports both real-time queries and pre-materialized context, with built-in OAuth, connector management, and data activation to operational tools.

Independently observed

Apache Spark

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.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Airbyte

from $0.00/moHybridFree tier

Free tier available. Agent pricing from $29/month to $299/month. Data Replication from $10/month to enterprise custom pricing.

  • Free (Agents)Free
    • Single user
    • API and MCP access
    • Context Store refreshes daily (hourly for first 14 days)
    • Community and AI support
    • No overage available
  • Individual (Agents)$29/month
    • Single user
    • API and MCP access
    • Context Store with hourly refresh
    • Standard and AI support
    • Overage AOs available
  • Team (Agents)$299/month
    • Everything in Individual
    • Parallel workflow execution
    • Multiple users and workspaces
    • Standard and AI support
    • Overage AOs available
  • Custom (Agents)Contact sales
    • Everything in Team
    • Custom AO limits
    • Custom Context Store refresh frequency
    • Dedicated Solutions Architect
    • Dedicated support with SLA
  • Core (Data Replication)Free
    • Self-managed
    • Open source
    • Always free
  • Standard (Data Replication)Starting at $10/month
    • Fully managed cloud hosting
    • Volume-based pricing
    • Quick deployment
  • Pro (Data Replication)Contact sales
    • Fully managed cloud hosting
    • Capacity-based pricing
    • Multiple Workspaces
    • SSO and RBAC
    • Premium Support
    • +2 more
  • Enterprise Flex (Data Replication)Contact sales
    • Sovereign data movement inside your boundary
    • On-premises and multi-region options
    • Hybrid deployment with Airbyte managed control plane
    • All Pro features
    • Premium support
as of verify ↗

Apache Spark

Open sourceFree tier
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Airbyte
Apache Spark
CLI
Airbyte
Apache Spark
Deployment
Cloud / SaaS
Airbyte
Apache Spark
Self-hosted
Airbyte
Apache Spark
On-premise
Airbyte
Apache Spark
Hybrid
Airbyte
Apache Spark

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Airbyte

14 total
  • Salesforce
  • Zendesk
  • Stripe
  • HubSpot
  • Gong
  • Linear
  • ActiveCampaign
  • Azure Blob Storage
  • BigQuery
  • Facebook Marketing
  • GitHub
  • GitLab
  • Google Analytics
  • Google Drive
Independently observed

Apache Spark

5 total
  • Hadoop
  • HDFS
  • YARN
  • Kubernetes
  • Docker
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.