Comparison

Apache Spark vs Census

On the evidence we track, Census leads this comparison with a composite score of 82/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Apache Spark full profile →Census full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Apache Spark61

★Census82

Attribute comparison across 2 tools
Attribute	Apache Spark	CensusLeader
Vioscale score	61 / 100low · 38%updating	82 / 100medium · 74%updating
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	freemium
Price levelpricing.price_level	free	low
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	5	900
Security
Disclosure policysecurity.disclosure_policy	✓	-
Gdprsecurity.gdpr	-	✓
Hipaasecurity.hipaa	-	✓
Iso27001security.iso27001	-	✓
Pcisecurity.pci	-	✓
Scorecardsecurity.scorecard	5.6	-
Soc2security.soc2	-	✓
Vulnerabilitiessecurity.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	-
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	8,896	-
Github starsadoption.github_stars	43,882	-
Activity
Commits last 30dactivity.commits_last_30d	100	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Scala	-
Market
Availabilitymarket.availability	Available worldwide	Available worldwide · Popular in US, EU · HQ US

Score

Vioscale score

Apache Spark61 / 100low · 38%updating

Census82 / 100medium · 74%updating

Pricing

Free tier

Apache Spark✓

Census✓

Model

Apache Sparkcommercial

Censusfreemium

Price level

Apache Sparkfree

Censuslow

Transparent

Apache Spark✓

Census✓

Integrations

Count

Apache Spark5

Census900

Security

Disclosure policy

Apache Spark✓

Census–

Gdpr

Apache Spark–

Census✓

Hipaa

Apache Spark–

Census✓

Iso27001

Apache Spark–

Census✓

Pci

Apache Spark–

Census✓

Scorecard

Apache Spark5.6

Census–

Soc2

Apache Spark–

Census✓

Vulnerabilities

Apache SparkCount: 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

Census–

Reliability

Status page

Apache Spark–

Census✓

Adoption

Dependent repos

Apache Spark8,896

Census–

Github stars

Apache Spark43,882

Census–

Activity

Commits last 30d

Apache Spark100

Census–

License

Spdx

Apache SparkApache-2.0

Census–

Language

Primary

Apache SparkScala

Census–

Market

Availability

Apache SparkAvailable worldwide

CensusAvailable worldwide · Popular in US, EU · HQ US

Capabilities

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

Capability comparison for Data Engineering Tools
Capability	Apache Spark	Census
Core
Tool role	Processing engine	ELT / ingestion
Processing paradigm	Batch + streaming	Batch + streaming
Connectivity
Connector count	-	900+ sources and destinations
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)	✓	✓

Core

Tool role

Apache SparkProcessing engine

CensusELT / ingestion

Processing paradigm

Apache SparkBatch + streaming

CensusBatch + streaming

Connectivity

Connector count

Apache Spark-

Census900+ sources and destinations

CDC / log-based replication

Apache Spark-

Census✓

Transformation

In-warehouse transformation (push-down)

Apache Spark-

Census✓

dbt-native orchestration

Apache Spark-

Census✓

Deployment

Self-hosted / open-source available

Apache Spark✓

Census✗

Managed cloud available

Apache Spark-

Census✓

Governance

Data lineage / asset catalog

Apache Spark-

Census✗

Authoring

Python-first authoring

Apache Spark-

Census✗

Execution

Incremental / partition-aware runs

Apache Spark-

Census✓

Quality

Built-in data quality / tests

Apache Spark-

Census✗

Scale

Horizontal scale (distributed executor)

Apache Spark✓

Census✓

What each one is

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

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

Census

Leader

A fully managed data integration platform that moves data from 900+ sources into warehouses, lakes, and applications, then transforms and activates it for analytics and AI. Supports real-time and scheduled synchronization with enterprise security and compliance certifications.

Independently observed

Pricing

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

Apache Spark

Open sourceFree tier

as of 2026-08-14verify ↗

Census

Leader

from $5/moUsage-basedFree tier14-day trial

Free tier available. Usage-based pricing starting $5/month base + per-MAR metering. Annual contracts save up to 22%. Enterprise License Agreements available for fixed annual pricing.

FreeFree
- Access to core platform
- 700+ connectors
- 200+ activation destinations
- dbt Core integration
StandardUsage-based pricing on Monthly Active Rows; $5 base charge per connection (1-1M MAR range)
- Unlimited users
- 15-minute syncs
- 700+ fully managed connectors
- 200+ fully managed activation destinations
- dbt Core integration
- +3 more
EnterpriseAll Standard features plus premium sync speed and deployment flexibility
- All Standard features
- 1-minute syncs
- Fivetran Activations Audience Hub
- Enterprise database connectors
- Custom roles
- +4 more
Business CriticalEnterprise-grade security with customer-controlled encryption and advanced compliance
- All Enterprise features
- Customer-managed keys for encryption
- PCI DSS Level 1 certification
- Private networking options

as of 2026-08-13verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Apache Spark	Census
WebPlatforms	✗	✓
CLIPlatforms	✓	✗
Cloud / SaaSDeployment	✗	✓
Self-hostedDeployment	✓	✗
On-premiseDeployment	✓	✗
HybridDeployment	✗	✓

Platforms

Web

Apache Spark✗

Census✓

CLI

Apache Spark✓

Census✗

Deployment

Cloud / SaaS

Apache Spark✗

Census✓

Self-hosted

Apache Spark✓

Census✗

On-premise

Apache Spark✓

Census✗

Hybrid

Apache Spark✗

Census✓

Integrations

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

Apache Spark

5 total

Hadoop
HDFS
YARN
Kubernetes
Docker

Independently observed

Census

Leader

14 total

Snowflake
Google BigQuery
Salesforce
Databricks
AWS Redshift
Azure Synapse
Marketo
HubSpot
Zendesk
Braze
Facebook Ads
Google Ads
Postgres
MySQL

Independently observed

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