vioscaleAI
Comparison

Apache Spark vs Census

On the evidence we track, Census leads this comparison with a composite score of 80/100. 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 formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Apache Spark52
★Census80
Score
vioscaleAI score
Apache Spark52 / 100low · 34%
Census80 / 100medium · 74%
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
Reliability
Status page
Apache Spark–
Census✓
Adoption
Dependent repos
Apache Spark8,896
Census–
Github stars
Apache Spark44,188
Census–
Activity
Commits last 30d
Apache Spark100
Census–
License
Spdx
Apache SparkApache-2.0
Census–
Language
Primary
Apache SparkScala
Census–
Market
Availability
Content
Faq
Apache Spark6 items
Census7 items

Capabilities

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

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

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.

Independently observed

Census

Leader

Fivetran ingests data from SaaS applications, databases, and ERPs into data warehouses and lakes, applies SQL-based transformations on schedule, and activates the data for analytics and business operations.

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 verify ↗

Census

Leader
Usage-basedFree tier14-day trial

Usage-based (pay per monthly active record). Free tier: 5,000 model runs monthly on all plans. 14-day trial per new connection. Annual contracts: automatic discounts from 5%+.

  • Starter-
  • Standard-
  • Enterprise-
  • Business Critical-
as of verify ↗

Platform & deployment

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

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✗

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
16 total
  • Snowflake
  • Google BigQuery
  • Salesforce
  • Databricks
  • AWS Redshift
  • Azure Synapse
  • Marketo
  • HubSpot
  • Zendesk
  • Braze
  • Facebook Ads
  • Google Ads
  • Postgres
  • MySQL
  • dbt Core
  • SAP
Independently observed
Still deciding?

Apache Spark or Census: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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