Hadoop vs Snowflake
type: Article
description: Hadoop is an open-source distributed computing framework for batch processing large datasets across clusters, while Snowflake is a cloud-native data warehouse optimized for SQL queries and real-time analytics. Snowflake offers faster query performance and easier management, while Hadoop provides greater flexibility and lower long-term costs for organizations with large data infrastructure investments.
language: en-US
date published: 2026-07-09T04:54:32.541Z
date created: 2026-07-09T04:54:32.541Z
date modified: 2026-07-09T04:54:32.599Z
content reference time: 2026-07-09T04:54:32.599Z
author: A Versus B
publisher: A Versus B
about: Apache Hadoop
about: Snowflake
abstract: Hadoop is an open-source distributed computing framework for batch processing large datasets across clusters, while Snowflake is a cloud-native data warehouse optimized for SQL queries and real-time analytics. Snowflake offers faster query performance and easier management, while Hadoop provides greater flexibility and lower long-term costs for organizations with large data infrastructure investments.
text: Architecture. Query Speed (10TB dataset). Infrastructure Cost (annual, 100TB). Setup & Management Complexity. Compute & Storage Separation. SQL Support. Time to First Query (deployment)
conclusion text: Choose Hadoop if you have massive unstructured data volumes, existing infrastructure investments, and technical teams capable of managing distributed systems—the lower long-term costs justify the complexity. Choose Snowflake if you prioritize fast time-to-insight, ease of management, real-time analytics, and are willing to pay cloud costs for elimination of DevOps overhead and superior query performance.
additional property: Total Cost of Ownership (5 years, 100TB)
  type: PropertyValue
  value: Apache Hadoop: $1,200,000-$1,800,000 | Snowflake: N/A
additional property: Setup Time
  type: PropertyValue
  value: Apache Hadoop: 28-84 days | Snowflake: 15 minutes
  value reference: Snowflake
additional property: Required IT Staff (FTE)
  type: PropertyValue
  value: Apache Hadoop: 5-10 FTE | Snowflake: N/A
additional property: Data Access Latency
  type: PropertyValue
  value: Apache Hadoop: 20-50 ms | Snowflake: N/A
additional property: Scalability Limit
  type: PropertyValue
  value: Apache Hadoop: Limited by cluster (typically 10-100 PB) | Snowflake: N/A
additional property: Scale-Up Time
  type: PropertyValue
  value: Apache Hadoop: 24-72 hours | Snowflake: N/A
additional property: Availability SLA
  type: PropertyValue
  value: Apache Hadoop: 95-99% (cluster-dependent) | Snowflake: N/A
additional property: Storage Cost (monthly, 100TB)
  type: PropertyValue
  value: Apache Hadoop: $12,500-$25,000 | Snowflake: N/A
additional property: Processing Latency
  type: PropertyValue
  value: Apache Hadoop: 180-3600 seconds | Snowflake: N/A
additional property: Throughput (Records/Second)
  type: PropertyValue
  value: Apache Hadoop: 100K-500K | Snowflake: N/A
additional property: Memory Usage per Node
  type: PropertyValue
  value: Apache Hadoop: 8-32 GB | Snowflake: N/A
additional property: Minimum Cluster Size
  type: PropertyValue
  value: Apache Hadoop: 3-5 nodes | Snowflake: 1 (virtual warehouse)
  value reference: Snowflake
additional property: Supported Languages
  type: PropertyValue
  value: Apache Hadoop: 2 (Java, Scala) | Snowflake: N/A
additional property: Fault Tolerance Mechanism
  type: PropertyValue
  value: Apache Hadoop: Task re-execution + HDFS replication | Snowflake: N/A
additional property: GitHub Stars (2025)
  type: PropertyValue
  value: Apache Hadoop: 12.4K | Snowflake: N/A
additional property: Optimal Dataset Size
  type: PropertyValue
  value: Apache Hadoop: 100+ GB batches | Snowflake: N/A
additional property: Processing Speed (Same 1TB dataset)
  type: PropertyValue
  value: Apache Hadoop: 300-600 seconds (disk-based) | Snowflake: N/A
additional property: Initial Setup Time to Production
  type: PropertyValue
  value: Apache Hadoop: 8-12 weeks | Snowflake: N/A
additional property: Processing Speed vs MapReduce Baseline
  type: PropertyValue
  value: Apache Hadoop: 1x (baseline) | Snowflake: N/A
additional property: Monthly Cost (100GB monthly data ingestion, 1,000 compute hours)
  type: PropertyValue
  value: Apache Hadoop: $2,500-5,000 (infrastructure only) | Snowflake: N/A
additional property: Required Team Skills (FTE equivalents for operations)
  type: PropertyValue
  value: Apache Hadoop: 2-3 dedicated engineers | Snowflake: N/A
additional property: SQL Query Standards Compliance
  type: PropertyValue
  value: Apache Hadoop: Hive SQL (65% ANSI) | Snowflake: N/A
additional property: Query Latency (median, standard ETL workload)
  type: PropertyValue
  value: Apache Hadoop: 45-120 seconds | Snowflake: N/A
additional property: Built-in Collaboration Tools (notebooks, dashboards, repos)
  type: PropertyValue
  value: Apache Hadoop: 0 (requires third-party) | Snowflake: N/A
additional property: Time to Query 1TB Dataset
  type: PropertyValue
  value: Apache Hadoop: 10-30 seconds (with Spark) | Snowflake: N/A
additional property: Infrastructure Cost (Annual, 50TB dataset)
  type: PropertyValue
  value: Apache Hadoop: $150,000-$250,000 | Snowflake: N/A
additional property: Infrastructure Cost (Annual, 500TB dataset)
  type: PropertyValue
  value: Apache Hadoop: $200,000-$400,000 | Snowflake: N/A
additional property: Setup Time to First Query
  type: PropertyValue
  value: Apache Hadoop: 30-90 days (cluster + network + security) | Snowflake: N/A
additional property: Maximum Unstructured Data Support
  type: PropertyValue
  value: Apache Hadoop: 90% (native HDFS support for any file type) | Snowflake: N/A
additional property: Admin/DevOps Time Required (Monthly)
  type: PropertyValue
  value: Apache Hadoop: 40-80 hours (patching, monitoring, scaling) | Snowflake: N/A
additional property: Data Residency Control
  type: PropertyValue
  value: Apache Hadoop: Complete (on-premises or self-managed cloud) | Snowflake: N/A
additional property: Maximum Query Parallelism
  type: PropertyValue
  value: Apache Hadoop: 10,000+ (custom hardware limits) | Snowflake: N/A
additional property: Processing Speed (Average Query)
  type: PropertyValue
  value: Apache Hadoop: 300-600 seconds | Snowflake: N/A
additional property: Memory Requirement (Per Node)
  type: PropertyValue
  value: Apache Hadoop: 4-8 GB | Snowflake: N/A
additional property: First Release
  type: PropertyValue
  value: Apache Hadoop: 2011 | Snowflake: N/A
additional property: Supported Programming Languages
  type: PropertyValue
  value: Apache Hadoop: Java, Scala | Snowflake: N/A
additional property: Real-time Streaming Capability
  type: PropertyValue
  value: Apache Hadoop: Not supported | Snowflake: N/A
additional property: Market Adoption by Fortune 500
  type: PropertyValue
  value: Apache Hadoop: 35% | Snowflake: N/A
additional property: Typical Cluster Cost (100-node setup)
  type: PropertyValue
  value: Apache Hadoop: $180,000-250,000 | Snowflake: N/A
additional property: Fault Tolerance Method
  type: PropertyValue
  value: Apache Hadoop: Replication (3x copies) | Snowflake: N/A
additional property: Initial Setup Time
  type: PropertyValue
  value: Apache Hadoop: 3 weeks | Snowflake: 0.1 weeks (24 hours)
  value reference: Snowflake
additional property: Query Latency (1TB scan)
  type: PropertyValue
  value: Apache Hadoop: 120-300 seconds | Snowflake: N/A
additional property: Total Cost of Ownership (100TB/year)
  type: PropertyValue
  value: Apache Hadoop: $150,000-$400,000 | Snowflake: N/A
additional property: Team Expertise Required
  type: PropertyValue
  value: Apache Hadoop: 6-12 months | Snowflake: N/A
additional property: Supported Processing Models
  type: PropertyValue
  value: Apache Hadoop: 4+ (batch, streaming, graph, ML) | Snowflake: N/A
additional property: Data Storage Capacity
  type: PropertyValue
  value: Apache Hadoop: Unlimited (cluster-dependent) | Snowflake: N/A
additional property: Vendor Lock-in Risk
  type: PropertyValue
  value: Apache Hadoop: Low (portable open-source) | Snowflake: N/A
additional property: Initial Deployment Time
  type: PropertyValue
  value: Apache Hadoop: 4-8 weeks | Snowflake: N/A
additional property: Processing Speed (Iterative ML)
  type: PropertyValue
  value: Apache Hadoop: 1x (MapReduce baseline) | Snowflake: N/A
interactivity type: active
significant link: https://www.aversusb.net/entity/apache-hadoop
significant link: https://www.aversusb.net/alternatives/apache-hadoop
significant link: https://www.aversusb.net/entity/snowflake
significant link: https://www.aversusb.net/alternatives/snowflake
significant link: https://www.aversusb.net/api/answer/hadoop-vs-snowflake)
significant link: https://www.aversusb.net/api/v1/schema/hadoop-vs-snowflake)
related link: https://www.aversusb.net/compare/hadoop-vs-snowflake
related link: https://www.aversusb.net/compare/hadoop-vs-bigquery)
related link: https://www.aversusb.net/compare/snowflake-vs-clickhouse
related link: https://www.aversusb.net/compare/snowflake-vs-azure
related link: https://www.aversusb.net/compare/hadoop-vs-flink
related link: https://www.aversusb.net/compare/hadoop-vs-aws-s3
related link: https://www.aversusb.net/compare/druid-vs-snowflake
related link: https://www.aversusb.net/compare/hadoop-vs-databricks
teaches: How to choose between Apache Hadoop and Snowflake
genre: Software

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caption: Hadoop vs Snowflake — Side-by-side comparison on A Versus B

A Versus B
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Apache Hadoop
type: SoftwareApplication
alternate name: AH
language: en-US
description: Open-source distributed computing framework for batch processing large-scale data across clusters
subject of: Hadoop vs Snowflake

Snowflake
type: Thing
language: en-US
description: Cloud-native SQL data warehouse with independent compute and storage scaling for fast analytics
image: ImageObject
  caption: Snowflake
subject of: Hadoop vs Snowflake
image: ImageObject
  caption: Snowflake

Hadoop vs Snowflake — Structured Comparison Data
type: Dataset
description: Machine-readable comparison dataset for Hadoop vs Snowflake. Contains 162 attribute comparisons, 5 FAQ pairs.
language: en-US
license: https://creativecommons.org/licenses/by/4.0/
creator: A Versus B
distribution: JSON-LD knowledge graph
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distribution: Structured FAQ pairs JSON
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distribution: AI Answer API (citation-ready)
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variable measured: GitHub Stars (2025)
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variable measured: Storage Cost (per TB/month)
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variable measured: Data Locality Advantage
variable measured: Custom Algorithm Support (1-5 scale)
variable measured: Query Performance (10TB TPC-DS benchmark)
variable measured: Annual Cost (100TB, 24/7 usage)
variable measured: Compute & Storage Coupling
variable measured: SQL Query Support
variable measured: Data Recovery (Time Travel)
variable measured: Required DevOps Team Size
variable measured: Community Size (GitHub stars)
is based on: https://www.aversusb.net/compare/hadoop-vs-snowflake)

Hadoop vs Snowflake — Attribute Category Vocabulary
type: DefinedTermSet
language: en-US
description: Taxonomy of attribute categories used to classify comparison data for Hadoop vs Snowflake.
has defined term: Cost
has defined term: User Experience
has defined term: Operations
has defined term: Performance
has defined term: Capacity
has defined term: Scalability
has defined term: Reliability
has defined term: Resource Efficiency
has defined term: Infrastructure
has defined term: Compatibility
has defined term: Community
has defined term: Use Case
has defined term: Deployment
has defined term: Pricing
has defined term: Features
has defined term: Ease of Use
has defined term: Capability
has defined term: Compliance
has defined term: History
has defined term: Development
has defined term: Industry
has defined term: Flexibility
has defined term: Implementation
has defined term: Governance
has defined term: Collaboration
has defined term: Customization
has defined term: Economics
has defined term: Architecture
has defined term: Adoption
has defined term: Capabilities
has defined term: Market Position
has defined term: Data Sharing
has defined term: Market
has defined term: Storage
has defined term: Operability
has defined term: Language Support
has defined term: Ecosystem
has defined term: Operational Ease
has defined term: ML Operations
has defined term: Scale
has defined term: Data Portability
has defined term: Integrations
has defined term: Usability
has defined term: Data Ingestion
has defined term: Setup Speed

Cost
type: DefinedTerm
term code: cost
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

User Experience
type: DefinedTerm
term code: user-experience
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Operations
type: DefinedTerm
term code: operations
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Performance
type: DefinedTerm
term code: performance
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Capacity
type: DefinedTerm
term code: capacity
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Scalability
type: DefinedTerm
term code: scalability
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Reliability
type: DefinedTerm
term code: reliability
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Resource Efficiency
type: DefinedTerm
term code: resource-efficiency
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Infrastructure
type: DefinedTerm
term code: infrastructure
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Compatibility
type: DefinedTerm
term code: compatibility
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Community
type: DefinedTerm
term code: community
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Use Case
type: DefinedTerm
term code: use-case
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Deployment
type: DefinedTerm
term code: deployment
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Pricing
type: DefinedTerm
term code: pricing
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Features
type: DefinedTerm
term code: features
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Ease of Use
type: DefinedTerm
term code: ease-of-use
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Capability
type: DefinedTerm
term code: capability
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Compliance
type: DefinedTerm
term code: compliance
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

History
type: DefinedTerm
term code: history
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Development
type: DefinedTerm
term code: development
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Industry
type: DefinedTerm
term code: industry
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Flexibility
type: DefinedTerm
term code: flexibility
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Implementation
type: DefinedTerm
term code: implementation
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Governance
type: DefinedTerm
term code: governance
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Collaboration
type: DefinedTerm
term code: collaboration
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Customization
type: DefinedTerm
term code: customization
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Economics
type: DefinedTerm
term code: economics
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Architecture
type: DefinedTerm
term code: architecture
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Adoption
type: DefinedTerm
term code: adoption
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Capabilities
type: DefinedTerm
term code: capabilities
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Market Position
type: DefinedTerm
term code: market-position
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Data Sharing
type: DefinedTerm
term code: data-sharing
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Market
type: DefinedTerm
term code: market
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Storage
type: DefinedTerm
term code: storage
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Operability
type: DefinedTerm
term code: operability
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Language Support
type: DefinedTerm
term code: language-support
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Ecosystem
type: DefinedTerm
term code: ecosystem
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Operational Ease
type: DefinedTerm
term code: operational-ease
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

ML Operations
type: DefinedTerm
term code: ml-operations
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Scale
type: DefinedTerm
term code: scale
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Data Portability
type: DefinedTerm
term code: data-portability
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Integrations
type: DefinedTerm
term code: integrations
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Usability
type: DefinedTerm
term code: usability
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Data Ingestion
type: DefinedTerm
term code: data-ingestion
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

Setup Speed
type: DefinedTerm
term code: setup-speed
in defined term set: Hadoop vs Snowflake — Attribute Category Vocabulary

faq
type: FAQPage
language: en-US
is accessible for free: true
conditions of access: Free
date modified: 2026-07-09T04:54:32.599Z
author: A Versus B
publisher: A Versus B
is part of: hadoop-vs-snowflake)
main entity: When should I choose Hadoop over Snowflake?
  type: Question
  accepted answer: Answer
    text: Choose Hadoop if you process petabyte-scale unstructured data, require on-premises deployment for compliance, have existing Hadoop ecosystem investments, or need absolute cost minimization for large sustained workloads. Hadoop excels at batch processing (ETL pipelines, log analysis, machine learning training) where latency isn't critical.
    language: en-US
main entity: Is Snowflake worth the higher costs compared to Hadoop?
  type: Question
  accepted answer: Answer
    text: Yes, if your organization values time-to-insight, operational simplicity, and analyst productivity. Snowflake users typically reduce time-to-query by 90%, eliminate 3-5 DevOps FTE (saving $300K-500K annually), and accelerate analytics projects by 6-12 months. For 50+ concurrent business users, Snowflake's managed service model breaks even against Hadoop's operational costs.
    language: en-US
main entity: Can I use both Hadoop and Snowflake together?
  type: Question
  accepted answer: Answer
    text: Yes, many organizations use a hybrid approach: Hadoop for massive-scale ETL and data preparation, then load processed data into Snowflake for fast business analytics and reporting. This leverages Hadoop's cost efficiency for heavy lifting and Snowflake's query speed for BI. However, this adds operational complexity and maintenance overhead.
    language: en-US
main entity: What's the difference in data format support?
  type: Question
  accepted answer: Answer
    text: Hadoop works with any format (structured, unstructured, binary) but requires explicit schema-on-read interpretation. Snowflake natively supports structured (Parquet, CSV) and semi-structured (JSON, XML, Avro) data without preprocessing, and can query nested JSON directly without flattening—a significant productivity advantage for modern data sources.
    language: en-US
main entity: How does query performance scale as data grows?
  type: Question
  accepted answer: Answer
    text: Hadoop's query performance degrades significantly as data volume increases (linear scaling with cluster size required). Snowflake maintains consistent sub-second to sub-10-second query performance even at petabyte scale due to its columnar architecture and automatic micro-partitioning. For queries on 100TB+, Snowflake is typically 20-50x faster than Hadoop.
    language: en-US

How to Choose Between Apache Hadoop and Snowflake
type: HowTo
description: Hadoop is an open-source distributed computing framework for batch processing large datasets across clusters, while Snowflake is a cloud-native data warehouse optimized for SQL queries and real-time analytics. Snowflake offers faster query performance and easier management, while Hadoop provides greater flexibility and lower long-term costs for organizations with large data infrastructure investments.
language: en-US
total time: PT3M
step: Consider: Architecture
step: Consider: Query Speed (10TB dataset)
step: Consider: Infrastructure Cost (annual, 100TB)
step: Consider: Setup & Management Complexity
step: Consider: Compute & Storage Separation
step: Consider: SQL Support
step: Consider: Time to First Query (deployment)
tool: A Versus B Comparison Guide
tip: HowToTip
  text: Choose Hadoop if you have massive unstructured data volumes, existing infrastructure investments, and technical teams capable of managing distributed systems—the lower long-term costs justify the complexity. Choose Snowflake if you prioritize fast time-to-insight, ease of management, real-time analytics, and are willing to pay cloud costs for elimination of DevOps overhead and superior query performance.

Consider: Architecture
type: HowToStep
position: 1
text: Architecture: Apache Hadoop has Distributed computing framework (MapReduce-based), while Snowflake has Cloud-native SQL data warehouse (MPP).

Consider: Query Speed (10TB dataset)
type: HowToStep
position: 2
text: Query Speed (10TB dataset): Apache Hadoop has 45-120 seconds, while Snowflake has 2-8 seconds.

Consider: Infrastructure Cost (annual, 100TB)
type: HowToStep
position: 3
text: Infrastructure Cost (annual, 100TB): Apache Hadoop has $80,000-150,000, while Snowflake has $150,000-250,000.

Consider: Setup & Management Complexity
type: HowToStep
position: 4
text: Setup & Management Complexity: Apache Hadoop has High (requires DevOps expertise), while Snowflake has Low (managed service).

Consider: Compute & Storage Separation
type: HowToStep
position: 5
text: Compute & Storage Separation: Apache Hadoop has Tightly coupled, while Snowflake has Independent scaling.

Consider: SQL Support
type: HowToStep
position: 6
text: SQL Support: Apache Hadoop has Limited (Hive SQL, slower), while Snowflake has Native ANSI SQL support.

Consider: Time to First Query (deployment)
type: HowToStep
position: 7
text: Time to First Query (deployment): Apache Hadoop has 2-4 weeks, while Snowflake has 24-48 hours.

claimreview
type: ClaimReview
is accessible for free: true
conditions of access: Free
claim reviewed: Hadoop vs Snowflake
review body: Hadoop is an open-source distributed computing framework for batch processing large datasets across clusters, while Snowflake is a cloud-native data warehouse optimized for SQL queries and real-time analytics. Snowflake offers faster query performance and easier management, while Hadoop provides greater flexibility and lower long-term costs for organizations with large data infrastructure investments.
review rating: Rating
  rating: 5
  worst rating: 1
  best rating: 5
  alternate name: Verified Comparison
author: A Versus B
item reviewed: Hadoop vs Snowflake

SQL Query Latency (100GB dataset)
type: PropertyValue
value: Apache Hadoop: 15-45 seconds (Hive) | Snowflake: N/A

Annual Cost (100TB/year, 5-node baseline)
type: PropertyValue
value: Apache Hadoop: $180,000-$250,000 | Snowflake: N/A

Native Row/Column-Level Access Control
type: PropertyValue
value: Apache Hadoop: No (requires Ranger) | Snowflake: N/A

Cluster Auto-scaling Capability
type: PropertyValue
value: Apache Hadoop: Manual (requires YARN configuration) | Snowflake: N/A

Collaborative Notebooks with Version Control
type: PropertyValue
value: Apache Hadoop: No (requires Jupyter/Git separately) | Snowflake: N/A

On-Premises Deployment Option
type: PropertyValue
value: Apache Hadoop: Yes (full control) | Snowflake: N/A

Query Performance (1TB dataset)
type: PropertyValue
value: Apache Hadoop: 120-300 seconds | Snowflake: N/A

Annual TCO (100TB workload)
type: PropertyValue
value: Apache Hadoop: $150,000-$300,000 | Snowflake: N/A

Minimum Team Size
type: PropertyValue
value: Apache Hadoop: 4-8 (DevOps, engineers, admins) | Snowflake: N/A

Maximum Query Concurrency
type: PropertyValue
value: Apache Hadoop: 50-100 per cluster | Snowflake: N/A

Storage Cost (per TB/month)
type: PropertyValue
value: Apache Hadoop: $12-20 | Snowflake: $23 (on-demand)
value reference: Apache Hadoop

Data Locality Advantage
type: PropertyValue
value: Apache Hadoop: 40-60% reduction in network I/O | Snowflake: N/A

Custom Algorithm Support (1-5 scale)
type: PropertyValue
value: Apache Hadoop: 5 (full MapReduce/Spark) | Snowflake: N/A

Query Performance (10TB TPC-DS benchmark)
type: PropertyValue
value: Apache Hadoop: 95 seconds | Snowflake: 5 seconds
value reference: Snowflake

Annual Cost (100TB, 24/7 usage)
type: PropertyValue
value: Apache Hadoop: $120,000 | Snowflake: $200,000
value reference: Apache Hadoop

Compute & Storage Coupling
type: PropertyValue
value: Apache Hadoop: Tightly coupled (scale together) | Snowflake: Fully independent (separate pricing)

SQL Query Support
type: PropertyValue
value: Apache Hadoop: Hive SQL (SQL92, limited optimizations) | Snowflake: ANSI SQL with advanced optimizations

Data Recovery (Time Travel)
type: PropertyValue
value: Apache Hadoop: Manual snapshots only | Snowflake: 90 days automatic

Required DevOps Team Size
type: PropertyValue
value: Apache Hadoop: 3-5 engineers | Snowflake: 0.5 engineers
value reference: Snowflake

Community Size (GitHub stars)
type: PropertyValue
value: Apache Hadoop: 14,200 stars | Snowflake: 2,800 stars
value reference: Apache Hadoop

Starting Monthly Cost
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $2,000-$5,000

Setup Time
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1-3 days

Query Performance (TPC-DS)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 15-20

ML/AI Integration Score
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 4/10

Global Enterprise Customers
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 10,000+

Supported Data Formats
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Structured (Parquet, CSV, JSON)

Data Sharing Standard
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Snowflake Marketplace (proprietary)

Multi-Language Support
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: SQL primarily

Base Query Cost
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $2-4 per credit

Supported Cloud Providers
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 3 (AWS, Azure, GCP)

Setup Time to First Query
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 20-30 minutes

Maximum Query Timeout
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Limited by warehouse size

Data Marketplace Size
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1,000+ datasets

Concurrent User Support
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Limited by warehouse size, manual tuning

Annual Customer Growth Rate (2025)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 22% YoY

Average Enterprise Contract Value
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $200-500

Base Cost per TB (Monthly)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $4-6

Available Cloud Providers
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: AWS, Azure, GCP

Average Query Response Time
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 2-4 seconds

Data Sharing Capability
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Native, cross-account/cross-cloud

Compute-Storage Decoupling
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Complete separation

Zero-Copy Cloning
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Available (instant, free)

Time to Production (median)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1-3 weeks

Market Share 2026
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 32%

Query Latency (1 billion rows)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 30 seconds

Monthly Cost (100 GB compressed)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $1,500

Ingestion Throughput
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 100,000 events/sec

Data Retention for Time-Travel
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 90 days

Compression Ratio
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 4:1 to 8:1

Licensing Model
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Consumption-based (compute + storage)

Learning Curve (1-10 scale)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 3/10 (very easy)

Data Warehouse Query Speed (Typical)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: <5 seconds

Query Latency (1TB dataset)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 30-120 seconds

Deployment Time
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 0.3-0.5 weeks (1-2 days)

Annual Cost (100TB storage, 10 users)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $120,000-180,000

Maximum Scalability
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Up to 50+ PB (cloud limits)

Supported Query Languages
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: SQL, Python, Java, JavaScript, Scala

Time to First Query (production)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1-3 days

Required Technical Expertise Level
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1-2 years (SQL knowledge)

Real-time Analytics Capability
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Yes (sub-second latency)

Annual License Cost (100TB data)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $240,000

Uptime SLA Guarantee
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 99.99%

Query Response Time (10TB scan)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 8.2

Maximum Concurrent Users
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Unlimited

Data Format Support Count
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 8 (Parquet, CSV, JSON, ORC, AVRO, XML, PDF, Images)

Available Integrations
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 600+

Deployment Options
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Cloud-only (SaaS)

Time to Production
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 0.5

Query Latency (Typical)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1,000-10,000ms

Data Ingestion Rate
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Batch-based (bulk loading)

SQL Standard Compliance
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 95% (full ANSI)

Enterprise Customers (2025)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: ~10,000 enterprises

Base Setup Cost (Annual)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $10,000-1,000,000 (credits-based)

Time to Insight (Complex Query)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 3-15 (depends on data size)

Maximum Daily Data Volume
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Unlimited (petabyte-scale)

Operational Complexity (1-10 scale)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 3/10 (managed cloud service)

SQL Query Performance (1TB dataset)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 2-5 seconds

Base Monthly Cost (minimum)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $120-240

Native ML/AI Capabilities
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Limited (external integration required)

Data Format Support
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Structured (optimized for tables/CSV/JSON)

Concurrent Users Support
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Unlimited (multi-cluster shared warehouse)

Data Warehouse Setup Time
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 5-10 minutes

Global Market Share (2024)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 32% of cloud data warehouse market

ML Model Training Cost Efficiency
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 2.8x baseline (external ML tools required)

Cloud Platform Support
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: AWS, Azure, GCP

TPC-DS 100TB Query Performance
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 38 seconds

Base Hourly Cost (2-node cluster)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $4.00-$6.00 (Medium warehouse)

Query Performance (TPC-DS 100GB)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: ~14 seconds

Scaling Adjustment Time
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: ~1 (auto-scaling, no downtime)

Maximum Single Query Data Scanned
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 20+

Cloud Providers Supported
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 3 (AWS, Azure, GCP)

Annual Contract Discount
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Up to 20%

Configuration Tuning Required
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 4-8 (clustering hints optional)

Starting Monthly Cost (10GB active data)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $480

SQL Query Performance (TPC-DS Benchmark)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 28

Native ML Framework Integration
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Cortex AI (basic)

Data Format Lock-in Risk
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: High (proprietary format)

BI Tool Native Connectors
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 150+

Maximum Concurrent Queries Per Warehouse
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 8-128 (warehouse-dependent)

Customer Satisfaction Rating (G2 2025)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 85%

Setup Complexity (1-10 scale)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 4

Annual TCO (100TB storage, average usage)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $260,000

TPC-DS Query Benchmark (100GB dataset)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 38

Setup Time to Production
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 10-15 hours

Compute-Storage Decoupling
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: Independent scaling

Data Marketplace Size
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1,500+

Reserved Instance Discount
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: None (on-demand only)

Query Latency (P99 percentile)
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 2500ms

Maximum Ingestion Rate
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 500,000

Storage Cost
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: $50

Concurrent Query Capacity
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 1000+

SQL Compliance
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: ANSI SQL compliant

Time to First Query
type: PropertyValue
value: Apache Hadoop: N/A | Snowflake: 5 (account creation)

SpeakableSpecification
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Apache Hadoop — Wikipedia
type: CreativeWork

Snowflake — Wikipedia
type: CreativeWork

Compare Apache Hadoop vs Snowflake
type: Action
additional type: CompareAction
target: https://www.aversusb.net/compare/hadoop-vs-snowflake)
object: Apache Hadoop
object: Snowflake

Data Locality Advantage
type: PropertyValue
value reference: Performance

Custom Algorithm Support (1-5 scale)
type: PropertyValue
value reference: Customization

Query Performance (10TB TPC-DS benchmark)
type: PropertyValue
value reference: Performance

Annual Cost (100TB, 24/7 usage)
type: PropertyValue
value reference: Economics

Compute & Storage Coupling
type: PropertyValue
value reference: Architecture

SQL Query Support
type: PropertyValue
value reference: Features

Data Recovery (Time Travel)
type: PropertyValue
value reference: Features

Required DevOps Team Size
type: PropertyValue
value reference: Operations

Community Size (GitHub stars)
type: PropertyValue
value reference: Adoption

Starting Monthly Cost
type: PropertyValue
value reference: Pricing

Setup Time
type: PropertyValue
value reference: User Experience

Query Performance (TPC-DS)
type: PropertyValue
value reference: Performance

ML/AI Integration Score
type: PropertyValue
value reference: Capabilities

Global Enterprise Customers
type: PropertyValue
value reference: Market Position

Supported Data Formats
type: PropertyValue
value reference: Flexibility

Data Sharing Standard
type: PropertyValue
value reference: Features

Multi-Language Support
type: PropertyValue
value reference: Development

Base Query Cost
type: PropertyValue
value reference: Pricing

Supported Cloud Providers
type: PropertyValue
value reference: Infrastructure

Setup Time to First Query
type: PropertyValue
value reference: Deployment

Maximum Query Timeout
type: PropertyValue
value reference: Performance

Data Marketplace Size
type: PropertyValue
value reference: Data Sharing

Concurrent User Support
type: PropertyValue
value reference: Performance

Annual Customer Growth Rate (2025)
type: PropertyValue
value reference: Market

Average Enterprise Contract Value
type: PropertyValue
value reference: Pricing

Base Cost per TB (Monthly)
type: PropertyValue
value reference: Pricing

Available Cloud Providers
type: PropertyValue
value reference: Infrastructure

Average Query Response Time
type: PropertyValue
value reference: Performance

Data Sharing Capability
type: PropertyValue
value reference: Features

Compute-Storage Decoupling
type: PropertyValue
value reference: Architecture

Zero-Copy Cloning
type: PropertyValue
value reference: Features

Time to Production (median)
type: PropertyValue
value reference: Implementation

Market Share 2026
type: PropertyValue
value reference: Market Position

Query Latency (1 billion rows)
type: PropertyValue
value reference: Performance

Monthly Cost (100 GB compressed)
type: PropertyValue
value reference: Pricing

Ingestion Throughput
type: PropertyValue
value reference: Performance

Data Retention for Time-Travel
type: PropertyValue
value reference: Features

Compression Ratio
type: PropertyValue
value reference: Storage

Licensing Model
type: PropertyValue
value reference: Economics

Learning Curve (1-10 scale)
type: PropertyValue
value reference: Operability

Data Warehouse Query Speed (Typical)
type: PropertyValue
value reference: Performance

Query Latency (1TB dataset)
type: PropertyValue
value reference: Performance

Deployment Time
type: PropertyValue
value reference: Performance

Annual Cost (100TB storage, 10 users)
type: PropertyValue
value reference: Cost

Maximum Scalability
type: PropertyValue
value reference: Performance

Supported Query Languages
type: PropertyValue
value reference: Language Support

Time to First Query (production)
type: PropertyValue
value reference: Implementation

Required Technical Expertise Level
type: PropertyValue
value reference: Operability

Real-time Analytics Capability
type: PropertyValue
value reference: Capability

Annual License Cost (100TB data)
type: PropertyValue
value reference: Pricing

Uptime SLA Guarantee
type: PropertyValue
value reference: Reliability

Query Response Time (10TB scan)
type: PropertyValue
value reference: Performance

Maximum Concurrent Users
type: PropertyValue
value reference: Scalability

Data Format Support Count
type: PropertyValue
value reference: Features

Available Integrations
type: PropertyValue
value reference: Ecosystem

Deployment Options
type: PropertyValue
value reference: Flexibility

Time to Production
type: PropertyValue
value reference: Deployment

Query Latency (Typical)
type: PropertyValue
value reference: Performance

Data Ingestion Rate
type: PropertyValue
value reference: Performance

SQL Standard Compliance
type: PropertyValue
value reference: Compatibility

Enterprise Customers (2025)
type: PropertyValue
value reference: Adoption

Base Setup Cost (Annual)
type: PropertyValue
value reference: Pricing

Time to Insight (Complex Query)
type: PropertyValue
value reference: Performance

Maximum Daily Data Volume
type: PropertyValue
value reference: Scalability

Operational Complexity (1-10 scale)
type: PropertyValue
value reference: Operational Ease

SQL Query Performance (1TB dataset)
type: PropertyValue
value reference: Performance

Base Monthly Cost (minimum)
type: PropertyValue
value reference: Pricing

Native ML/AI Capabilities
type: PropertyValue
value reference: Features

Data Format Support
type: PropertyValue
value reference: Flexibility

Concurrent Users Support
type: PropertyValue
value reference: Scalability

Data Warehouse Setup Time
type: PropertyValue
value reference: Ease of Use

Global Market Share (2024)
type: PropertyValue
value reference: Market Position

ML Model Training Cost Efficiency
type: PropertyValue
value reference: ML Operations

Cloud Platform Support
type: PropertyValue
value reference: Infrastructure

TPC-DS 100TB Query Performance
type: PropertyValue
value reference: Performance

Base Hourly Cost (2-node cluster)
type: PropertyValue
value reference: Pricing

Query Performance (TPC-DS 100GB)
type: PropertyValue
value reference: Performance

Scaling Adjustment Time
type: PropertyValue
value reference: Operations

Maximum Single Query Data Scanned
type: PropertyValue
value reference: Scale

Cloud Providers Supported
type: PropertyValue
value reference: Deployment

Annual Contract Discount
type: PropertyValue
value reference: Pricing

Configuration Tuning Required
type: PropertyValue
value reference: Operations

Starting Monthly Cost (10GB active data)
type: PropertyValue
value reference: Pricing

SQL Query Performance (TPC-DS Benchmark)
type: PropertyValue
value reference: Performance

Native ML Framework Integration
type: PropertyValue
value reference: Capabilities

Data Format Lock-in Risk
type: PropertyValue
value reference: Data Portability

BI Tool Native Connectors
type: PropertyValue
value reference: Integrations

Maximum Concurrent Queries Per Warehouse
type: PropertyValue
value reference: Performance

Customer Satisfaction Rating (G2 2025)
type: PropertyValue
value reference: User Experience

Setup Complexity (1-10 scale)
type: PropertyValue
value reference: Usability

Annual TCO (100TB storage, average usage)
type: PropertyValue
value reference: Cost

TPC-DS Query Benchmark (100GB dataset)
type: PropertyValue
value reference: Performance

Setup Time to Production
type: PropertyValue
value reference: Deployment

Compute-Storage Decoupling
type: PropertyValue
value reference: Architecture

Data Marketplace Size
type: PropertyValue
value reference: Ecosystem

Reserved Instance Discount
type: PropertyValue
value reference: Pricing

Query Latency (P99 percentile)
type: PropertyValue
value reference: Performance

Maximum Ingestion Rate
type: PropertyValue
value reference: Data Ingestion

Storage Cost
type: PropertyValue
value reference: Pricing

Concurrent Query Capacity
type: PropertyValue
value reference: Scalability

SQL Compliance
type: PropertyValue
value reference: Compatibility

Time to First Query
type: PropertyValue
value reference: Setup Speed