Druid vs Elasticsearch
type: Article
description: Druid is a columnar OLAP database optimized for real-time analytics on time-series data with sub-second latency, while Elasticsearch is a distributed search and analytics engine built for full-text search and log analysis. Druid excels at numerical aggregations across massive datasets, whereas Elasticsearch prioritizes flexible querying and text search capabilities.
language: en-US
date published: 2026-07-09T17:34:24.299Z
date created: 2026-07-09T17:34:24.299Z
date modified: 2026-07-09T17:34:24.356Z
content reference time: 2026-07-09T17:34:24.356Z
author: A Versus B
publisher: A Versus B
about: Druid
about: Elasticsearch
abstract: Druid is a columnar OLAP database optimized for real-time analytics on time-series data with sub-second latency, while Elasticsearch is a distributed search and analytics engine built for full-text search and log analysis. Druid excels at numerical aggregations across massive datasets, whereas Elasticsearch prioritizes flexible querying and text search capabilities.
text: Primary Use Case. Query Latency (typical aggregations). Full-Text Search Capability. Data Model. Typical Storage Efficiency (compression ratio). Community Size (GitHub stars as of 2026). Setup Complexity
conclusion text: Choose Druid if you need sub-second analytics queries on time-series data at massive scale with pre-aggregated rollups and extreme storage efficiency. Choose Elasticsearch if you prioritize full-text search capabilities, flexible JSON document querying, or need a more accessible solution for log analytics with a larger ecosystem and community support.
additional property: Ingestion Latency
  type: PropertyValue
  value: Druid: 0.1-0.5 seconds | Elasticsearch: N/A
additional property: Query Latency (100M rows)
  type: PropertyValue
  value: Druid: 100-1000ms | Elasticsearch: N/A
additional property: Data Compression Ratio
  type: PropertyValue
  value: Druid: 8:1 to 15:1 | Elasticsearch: 4:1 to 8:1
  value reference: Druid
additional property: Maximum Cluster Nodes
  type: PropertyValue
  value: Druid: 500+ nodes tested | Elasticsearch: Unlimited (enterprise only)
  value reference: Elasticsearch
additional property: SQL Compatibility
  type: PropertyValue
  value: Druid: Druid SQL (subset of ANSI) | Elasticsearch: N/A
additional property: Streaming Integration
  type: PropertyValue
  value: Druid: Native (Kafka, Kinesis, Pulsar) | Elasticsearch: N/A
additional property: Transaction Support
  type: PropertyValue
  value: Druid: No ACID (eventual consistency) | Elasticsearch: N/A
additional property: GitHub Stars (2026)
  type: PropertyValue
  value: Druid: 16,000+ stars | Elasticsearch: N/A
additional property: Data Ingestion Latency
  type: PropertyValue
  value: Druid: 100-500ms (real-time) | Elasticsearch: N/A
additional property: Query Latency (100M rows, simple aggregation)
  type: PropertyValue
  value: Druid: 100-300ms | Elasticsearch: N/A
additional property: Compression Ratio
  type: PropertyValue
  value: Druid: 4:1-6:1 | Elasticsearch: N/A
additional property: Typical Storage Cost
  type: PropertyValue
  value: Druid: $50-80 | Elasticsearch: N/A
additional property: Minimum Recommended Cluster Size
  type: PropertyValue
  value: Druid: 10 nodes | Elasticsearch: N/A
additional property: Max Recommended Dataset Size
  type: PropertyValue
  value: Druid: 10TB practical limit | Elasticsearch: N/A
additional property: SQL Feature Completeness
  type: PropertyValue
  value: Druid: 70% (Druid SQL dialect) | Elasticsearch: N/A
additional property: Time-Series Aggregation Support
  type: PropertyValue
  value: Druid: Native time_floor, granular rollups, datasource-level aggregations | Elasticsearch: N/A
additional property: Query Latency (Typical)
  type: PropertyValue
  value: Druid: 50-200ms | Elasticsearch: N/A
additional property: Data Ingestion Rate
  type: PropertyValue
  value: Druid: 1,000,000+ realtime | Elasticsearch: N/A
additional property: Enterprise Customers (2025)
  type: PropertyValue
  value: Druid: ~400 enterprises | Elasticsearch: N/A
additional property: Base Setup Cost (Annual)
  type: PropertyValue
  value: Druid: $50,000-500,000 (infrastructure) | Elasticsearch: N/A
additional property: Time to Insight (Complex Query)
  type: PropertyValue
  value: Druid: 0.2 (pre-aggregated metrics) | Elasticsearch: N/A
additional property: Maximum Daily Data Volume
  type: PropertyValue
  value: Druid: 500+ TB/day sustainable | Elasticsearch: N/A
additional property: Operational Complexity (1-10 scale)
  type: PropertyValue
  value: Druid: 8/10 (high setup & tuning) | Elasticsearch: N/A
additional property: Average Query Latency (Standard Aggregation)
  type: PropertyValue
  value: Druid: 45ms | Elasticsearch: N/A
additional property: Streaming Ingestion Latency
  type: PropertyValue
  value: Druid: 0.1-0.5 seconds | Elasticsearch: N/A
additional property: Memory Per 1TB Data
  type: PropertyValue
  value: Druid: 150GB | Elasticsearch: N/A
additional property: SQL Standard Compliance
  type: PropertyValue
  value: Druid: Druid SQL dialect (proprietary subset) | Elasticsearch: N/A
additional property: Cluster Node Types Required
  type: PropertyValue
  value: Druid: Coordinator, Data, Query, Broker (4+ types) | Elasticsearch: N/A
additional property: Kafka Integration Latency
  type: PropertyValue
  value: Druid: 0.2-0.5 seconds (real-time) | Elasticsearch: N/A
additional property: First Release Year
  type: PropertyValue
  value: Druid: 2012 (Metamarkets) | Elasticsearch: N/A
additional property: Query Latency (Aggregation on 1B rows)
  type: PropertyValue
  value: Druid: ~250ms | Elasticsearch: ~800ms
  value reference: Druid
additional property: Full-Text Search Native Support
  type: PropertyValue
  value: Druid: Limited (no native implementation) | Elasticsearch: Native with advanced analyzers
additional property: GitHub Community (Stars)
  type: PropertyValue
  value: Druid: 14,000 | Elasticsearch: 67,000
  value reference: Elasticsearch
additional property: Minimum Recommended Heap Memory
  type: PropertyValue
  value: Druid: 4-8 GB | Elasticsearch: 8-16 GB
  value reference: Druid
additional property: Real-Time Ingestion Latency
  type: PropertyValue
  value: Druid: ~10-100ms | Elasticsearch: ~100-500ms
  value reference: Druid
additional property: Setup Complexity (1-10 scale)
  type: PropertyValue
  value: Druid: 8/10 (complex) | Elasticsearch: 5/10 (moderate)
  value reference: Elasticsearch
additional property: Maximum Single Query Dataset Size
  type: PropertyValue
  value: Druid: 100+ billion | Elasticsearch: 10-50 billion (performance degradation)
  value reference: Druid
additional property: Typical Query Latency (100GB Dataset)
  type: PropertyValue
  value: Druid: 50-500ms | Elasticsearch: N/A
additional property: Storage Cost per TB per Month
  type: PropertyValue
  value: Druid: $0.50-$1.00 | Elasticsearch: N/A
additional property: Typical Setup Time for Production
  type: PropertyValue
  value: Druid: 14-30 days | Elasticsearch: N/A
additional property: Data Ingestion Freshness
  type: PropertyValue
  value: Druid: 1-5 seconds | Elasticsearch: N/A
additional property: Columnar Compression Ratio
  type: PropertyValue
  value: Druid: 4:1 to 10:1 | Elasticsearch: N/A
additional property: Maximum Concurrent Queries (Standard Node)
  type: PropertyValue
  value: Druid: 32+ (distributed) | Elasticsearch: N/A
additional property: SQL Dialect Compatibility
  type: PropertyValue
  value: Druid: Partial (60-70% ANSI SQL) | Elasticsearch: N/A
additional property: Horizontal Scalability
  type: PropertyValue
  value: Druid: Linear scaling with added nodes | Elasticsearch: N/A
additional property: Monthly Ingestion Cost per GB
  type: PropertyValue
  value: Druid: N/A | Elasticsearch: $0.10 - $0.20
additional property: Free Tier Data Retention
  type: PropertyValue
  value: Druid: N/A | Elasticsearch: 30+ days (self-hosted)
additional property: Setup Time to Production
  type: PropertyValue
  value: Druid: N/A | Elasticsearch: 40-80 (self-hosted)
additional property: Supported Programming Languages
  type: PropertyValue
  value: Druid: N/A | Elasticsearch: Unlimited (via client libraries)
interactivity type: active
significant link: https://www.aversusb.net/entity/druid
significant link: https://www.aversusb.net/alternatives/druid
significant link: https://www.aversusb.net/entity/elasticsearch
significant link: https://www.aversusb.net/alternatives/elasticsearch
significant link: https://www.aversusb.net/api/answer/druid-vs-elasticsearch)
significant link: https://www.aversusb.net/api/v1/schema/druid-vs-elasticsearch)
related link: https://www.aversusb.net/compare/new-relic-vs-elasticsearch
related link: https://www.aversusb.net/compare/clickhouse-vs-druid
related link: https://www.aversusb.net/compare/elasticsearch-vs-splunk
related link: https://www.aversusb.net/compare/elasticsearch-vs-opensearch
related link: https://www.aversusb.net/compare/druid-vs-elasticsearch
related link: https://www.aversusb.net/compare/druid-vs-snowflake
related link: https://www.aversusb.net/compare/pinot-vs-elasticsearch
related link: https://www.aversusb.net/compare/dynatrace-vs-elasticsearch
teaches: How to choose between Druid and Elasticsearch
genre: Software

primaryImage
type: ImageObject
width: 1200
height: 630
caption: Druid vs Elasticsearch — Side-by-side comparison on A Versus B

A Versus B
type: Organization

Druid
type: SoftwareApplication
language: en-US
description: Real-time OLAP database for streaming analytics and time-series data
subject of: Druid vs Elasticsearch

Elasticsearch
type: SoftwareApplication
language: en-US
description: Proprietary distributed search and analytics engine by Elastic with cloud-native architecture.
subject of: Druid vs Elasticsearch

Druid vs Elasticsearch — Structured Comparison Data
type: Dataset
description: Machine-readable comparison dataset for Druid vs Elasticsearch. Contains 171 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
  type: DataDownload
  encoding format: application/json+ld
distribution: Raw comparison JSON
  type: DataDownload
  encoding format: application/json
distribution: Structured FAQ pairs JSON
  type: DataDownload
  encoding format: application/json
distribution: AI Answer API (citation-ready)
  type: DataDownload
  encoding format: application/json
distribution: Related comparisons JSON
  type: DataDownload
  encoding format: application/json
variable measured: Ingestion Latency
  type: PropertyValue
  value reference: Performance
variable measured: Query Latency (100M rows)
  type: PropertyValue
  value reference: Performance
variable measured: Data Compression Ratio
  type: PropertyValue
  value reference: Storage Efficiency
variable measured: Maximum Cluster Nodes
  type: PropertyValue
  value reference: Scalability
variable measured: SQL Compatibility
  type: PropertyValue
  value reference: Features
variable measured: Streaming Integration
  type: PropertyValue
  value reference: Features
variable measured: Transaction Support
  type: PropertyValue
  value reference: Features
variable measured: GitHub Stars (2026)
  type: PropertyValue
  value reference: Community
variable measured: Data Ingestion Latency
  type: PropertyValue
  value reference: Performance
variable measured: Query Latency (100M rows, simple aggregation)
  type: PropertyValue
  value reference: Performance
variable measured: Compression Ratio
  type: PropertyValue
  value reference: Storage
variable measured: Typical Storage Cost
  type: PropertyValue
  value reference: Cost
variable measured: Minimum Recommended Cluster Size
  type: PropertyValue
  value reference: Deployment
variable measured: Max Recommended Dataset Size
  type: PropertyValue
  value reference: Scalability
variable measured: SQL Feature Completeness
  type: PropertyValue
  value reference: Features
variable measured: Time-Series Aggregation Support
  type: PropertyValue
  value reference: Features
variable measured: Query Latency (Typical)
  type: PropertyValue
  value reference: Performance
variable measured: Data Ingestion Rate
  type: PropertyValue
  value reference: Performance
variable measured: Enterprise Customers (2025)
  type: PropertyValue
  value reference: Adoption
variable measured: Base Setup Cost (Annual)
  type: PropertyValue
  value reference: Pricing
variable measured: Time to Insight (Complex Query)
  type: PropertyValue
  value reference: Performance
variable measured: Maximum Daily Data Volume
  type: PropertyValue
  value reference: Scalability
variable measured: Operational Complexity (1-10 scale)
  type: PropertyValue
  value reference: Operational Ease
variable measured: Average Query Latency (Standard Aggregation)
  type: PropertyValue
  value reference: Performance
variable measured: Streaming Ingestion Latency
  type: PropertyValue
  value reference: Real-time Capability
variable measured: Memory Per 1TB Data
  type: PropertyValue
  value reference: Resource Requirements
variable measured: SQL Standard Compliance
  type: PropertyValue
  value reference: Compatibility
variable measured: Cluster Node Types Required
  type: PropertyValue
  value reference: Operational Complexity
variable measured: Kafka Integration Latency
  type: PropertyValue
  value reference: Streaming
variable measured: First Release Year
  type: PropertyValue
  value reference: Maturity
variable measured: Query Latency (Aggregation on 1B rows)
  type: PropertyValue
  value reference: Performance
variable measured: Full-Text Search Native Support
  type: PropertyValue
  value reference: Features
variable measured: GitHub Community (Stars)
  type: PropertyValue
  value reference: Community
variable measured: Minimum Recommended Heap Memory
  type: PropertyValue
  value reference: Resource Requirements
variable measured: Real-Time Ingestion Latency
  type: PropertyValue
  value reference: Performance
variable measured: Setup Complexity (1-10 scale)
  type: PropertyValue
  value reference: Ease of Use
variable measured: Maximum Single Query Dataset Size
  type: PropertyValue
  value reference: Scalability
variable measured: Typical Query Latency (100GB Dataset)
  type: PropertyValue
  value reference: Performance
variable measured: Storage Cost per TB per Month
  type: PropertyValue
  value reference: Cost
variable measured: Typical Setup Time for Production
  type: PropertyValue
  value reference: Operational
variable measured: Data Ingestion Freshness
  type: PropertyValue
  value reference: Performance
variable measured: Columnar Compression Ratio
  type: PropertyValue
  value reference: Storage
variable measured: Maximum Concurrent Queries (Standard Node)
  type: PropertyValue
  value reference: Performance
variable measured: SQL Dialect Compatibility
  type: PropertyValue
  value reference: Compatibility
variable measured: Horizontal Scalability
  type: PropertyValue
  value reference: Scalability
variable measured: Monthly Ingestion Cost per GB
  type: PropertyValue
  value reference: Pricing
variable measured: Free Tier Data Retention
  type: PropertyValue
  value reference: Performance
variable measured: Setup Time to Production
  type: PropertyValue
  value reference: Deployment
variable measured: Supported Programming Languages
  type: PropertyValue
  value reference: Compatibility
variable measured: Maximum Data Volume per Cluster
  type: PropertyValue
  value reference: Scalability
variable measured: Query Language Complexity (1-10 scale)
  type: PropertyValue
  value reference: Ease of Use
variable measured: Deployment Options
  type: PropertyValue
  value reference: Infrastructure
variable measured: Average Customer Onboarding Time
  type: PropertyValue
  value reference: Customer Success
variable measured: Base Annual Cost (Small Deployment)
  type: PropertyValue
  value reference: Pricing
variable measured: Per-Gigabyte Ingestion Cost
  type: PropertyValue
  value reference: Pricing
variable measured: Query Response Time (1B records)
  type: PropertyValue
  value reference: Performance
variable measured: Built-in Compliance Certifications
  type: PropertyValue
  value reference: Security
variable measured: Machine Learning Use Cases Included
  type: PropertyValue
  value reference: Analytics
variable measured: Community Support Response Time
  type: PropertyValue
  value reference: Support
variable measured: Max Ingestion Throughput
  type: PropertyValue
  value reference: Performance
variable measured: Query Latency (50th percentile)
variable measured: Data Compression Ratio (metrics)
variable measured: GitHub Stars
variable measured: Minimum Cluster Node Count
variable measured: Memory Overhead (1M events)
variable measured: P99 Query Latency
variable measured: Maximum Recommended Cluster Size
variable measured: Full-Text Search Capability
variable measured: Time to First Production Query
is based on: https://www.aversusb.net/compare/druid-vs-elasticsearch)

Druid vs Elasticsearch — Attribute Category Vocabulary
type: DefinedTermSet
language: en-US
description: Taxonomy of attribute categories used to classify comparison data for Druid vs Elasticsearch.
has defined term: Performance
has defined term: Storage Efficiency
has defined term: Scalability
has defined term: Features
has defined term: Community
has defined term: Storage
has defined term: Cost
has defined term: Deployment
has defined term: Adoption
has defined term: Pricing
has defined term: Operational Ease
has defined term: Real-time Capability
has defined term: Resource Requirements
has defined term: Compatibility
has defined term: Operational Complexity
has defined term: Streaming
has defined term: Maturity
has defined term: Ease of Use
has defined term: Operational
has defined term: Infrastructure
has defined term: Customer Success
has defined term: Security
has defined term: Analytics
has defined term: Support
has defined term: Adoption & Community
has defined term: Operations
has defined term: Resources
has defined term: Deployment & Setup
has defined term: Query Language
has defined term: Resource Efficiency
has defined term: Community Adoption
has defined term: Speed to Deployment
has defined term: Data Management
has defined term: Usability
has defined term: Developer Experience
has defined term: Hardware
has defined term: Market Position
has defined term: Implementation
has defined term: Flexibility
has defined term: Advanced Features
has defined term: Community & Adoption
has defined term: Deployment & Speed
has defined term: APM
has defined term: Intelligence
has defined term: Customization
has defined term: Support & Ecosystem
has defined term: Performance Impact
has defined term: Integrations
has defined term: Functionality
has defined term: Ecosystem
has defined term: Search Capability
has defined term: Data Ingestion
has defined term: Capability
has defined term: Reliability
has defined term: Licensing
has defined term: User Experience
has defined term: Efficiency
has defined term: Legal & Cost

Performance
type: DefinedTerm
term code: performance
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Storage Efficiency
type: DefinedTerm
term code: storage-efficiency
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Scalability
type: DefinedTerm
term code: scalability
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Features
type: DefinedTerm
term code: features
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Community
type: DefinedTerm
term code: community
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Storage
type: DefinedTerm
term code: storage
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Cost
type: DefinedTerm
term code: cost
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Deployment
type: DefinedTerm
term code: deployment
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Adoption
type: DefinedTerm
term code: adoption
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Pricing
type: DefinedTerm
term code: pricing
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

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

Real-time Capability
type: DefinedTerm
term code: real-time-capability
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Resource Requirements
type: DefinedTerm
term code: resource-requirements
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Compatibility
type: DefinedTerm
term code: compatibility
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Operational Complexity
type: DefinedTerm
term code: operational-complexity
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Streaming
type: DefinedTerm
term code: streaming
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Maturity
type: DefinedTerm
term code: maturity
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

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

Operational
type: DefinedTerm
term code: operational
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Infrastructure
type: DefinedTerm
term code: infrastructure
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Customer Success
type: DefinedTerm
term code: customer-success
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Security
type: DefinedTerm
term code: security
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Analytics
type: DefinedTerm
term code: analytics
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Support
type: DefinedTerm
term code: support
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Adoption & Community
type: DefinedTerm
term code: adoption-&-community
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Operations
type: DefinedTerm
term code: operations
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Resources
type: DefinedTerm
term code: resources
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Deployment & Setup
type: DefinedTerm
term code: deployment-&-setup
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Query Language
type: DefinedTerm
term code: query-language
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

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

Community Adoption
type: DefinedTerm
term code: community-adoption
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Speed to Deployment
type: DefinedTerm
term code: speed-to-deployment
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Data Management
type: DefinedTerm
term code: data-management
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Usability
type: DefinedTerm
term code: usability
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Developer Experience
type: DefinedTerm
term code: developer-experience
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Hardware
type: DefinedTerm
term code: hardware
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

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

Implementation
type: DefinedTerm
term code: implementation
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Flexibility
type: DefinedTerm
term code: flexibility
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Advanced Features
type: DefinedTerm
term code: advanced-features
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Community & Adoption
type: DefinedTerm
term code: community-&-adoption
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Deployment & Speed
type: DefinedTerm
term code: deployment-&-speed
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

APM
type: DefinedTerm
term code: apm
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Intelligence
type: DefinedTerm
term code: intelligence
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Customization
type: DefinedTerm
term code: customization
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Support & Ecosystem
type: DefinedTerm
term code: support-&-ecosystem
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Performance Impact
type: DefinedTerm
term code: performance-impact
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Integrations
type: DefinedTerm
term code: integrations
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Functionality
type: DefinedTerm
term code: functionality
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Ecosystem
type: DefinedTerm
term code: ecosystem
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Search Capability
type: DefinedTerm
term code: search-capability
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

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

Capability
type: DefinedTerm
term code: capability
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Reliability
type: DefinedTerm
term code: reliability
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Licensing
type: DefinedTerm
term code: licensing
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

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

Efficiency
type: DefinedTerm
term code: efficiency
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

Legal & Cost
type: DefinedTerm
term code: legal-&-cost
in defined term set: Druid vs Elasticsearch — Attribute Category Vocabulary

faq
type: FAQPage
language: en-US
is accessible for free: true
conditions of access: Free
date modified: 2026-07-09T17:34:24.356Z
author: A Versus B
publisher: A Versus B
is part of: druid-vs-elasticsearch)
main entity: When should I use Druid over Elasticsearch?
  type: Question
  accepted answer: Answer
    text: Use Druid when you need sub-second analytics on massive time-series datasets (100B+ rows), require extreme storage compression, perform frequent numerical aggregations, or need real-time metric pre-computation via rollups. Druid's columnar architecture excels at OLAP workloads with predictable query patterns.
    language: en-US
main entity: When should I use Elasticsearch over Druid?
  type: Question
  accepted answer: Answer
    text: Use Elasticsearch for full-text search, log analysis, flexible ad-hoc querying, security analytics, or when you need a lower barrier to entry. Elasticsearch is better for text-heavy workloads, evolving schemas, and applications where search relevance scoring matters more than raw aggregation speed.
    language: en-US
main entity: Can Druid and Elasticsearch be used together?
  type: Question
  accepted answer: Answer
    text: Yes. Many organizations use Elasticsearch for log indexing and search, then export/replicate aggregated metrics to Druid for long-term time-series analytics. This leverages Elasticsearch's search strength for recent logs and Druid's efficiency for historical metric analysis.
    language: en-US
main entity: What's the cost difference between Druid and Elasticsearch?
  type: Question
  accepted answer: Answer
    text: Both are open-source and free to self-host. Druid requires more operational expertise (higher DevOps costs), while Elasticsearch has lower setup costs but higher storage/compute at scale. Cloud-hosted versions (Elastic Cloud vs. Imply) typically cost $500-5000+/month depending on data volume.
    language: en-US
main entity: How do query patterns differ between Druid and Elasticsearch?
  type: Question
  accepted answer: Answer
    text: Druid optimizes for known, repeated aggregations (COUNT, SUM, GROUP BY) via pre-computation, making these extremely fast. Elasticsearch excels at varied, ad-hoc queries with complex boolean logic and text matching. Druid penalizes unpredictable unique-value queries, while Elasticsearch handles them gracefully at the cost of latency.
    language: en-US

How to Choose Between Druid and Elasticsearch
type: HowTo
description: Druid is a columnar OLAP database optimized for real-time analytics on time-series data with sub-second latency, while Elasticsearch is a distributed search and analytics engine built for full-text search and log analysis. Druid excels at numerical aggregations across massive datasets, whereas Elasticsearch prioritizes flexible querying and text search capabilities.
language: en-US
total time: PT3M
step: Consider: Primary Use Case
step: Consider: Query Latency (typical aggregations)
step: Consider: Full-Text Search Capability
step: Consider: Data Model
step: Consider: Typical Storage Efficiency (compression ratio)
step: Consider: Community Size (GitHub stars as of 2026)
step: Consider: Setup Complexity
tool: A Versus B Comparison Guide
tip: HowToTip
  text: Choose Druid if you need sub-second analytics queries on time-series data at massive scale with pre-aggregated rollups and extreme storage efficiency. Choose Elasticsearch if you prioritize full-text search capabilities, flexible JSON document querying, or need a more accessible solution for log analytics with a larger ecosystem and community support.

Consider: Primary Use Case
type: HowToStep
position: 1
text: Primary Use Case: Druid has Real-time OLAP analytics on time-series data, while Elasticsearch has Full-text search and log/event analytics.

Consider: Query Latency (typical aggregations)
type: HowToStep
position: 2
text: Query Latency (typical aggregations): Druid has 50-500ms for billion-row datasets, while Elasticsearch has 100-2000ms depending on query complexity.

Consider: Full-Text Search Capability
type: HowToStep
position: 3
text: Full-Text Search Capability: Druid has Limited/not native, while Elasticsearch has Native with advanced analyzers and stemming.

Consider: Data Model
type: HowToStep
position: 4
text: Data Model: Druid has Columnar storage with rollup pre-aggregation, while Elasticsearch has Document-based JSON with inverted indexing.

Consider: Typical Storage Efficiency (compression ratio)
type: HowToStep
position: 5
text: Typical Storage Efficiency (compression ratio): Druid has 8:1 to 15:1 (highly compressible numeric data), while Elasticsearch has 4:1 to 8:1 (document storage overhead).

Consider: Community Size (GitHub stars as of 2026)
type: HowToStep
position: 6
text: Community Size (GitHub stars as of 2026): Druid has ~14,000 stars, while Elasticsearch has ~67,000 stars.

Consider: Setup Complexity
type: HowToStep
position: 7
text: Setup Complexity: Druid has High - requires careful segment management and deep configuration, while Elasticsearch has Medium - relatively straightforward single-node setup, harder at scale.

claimreview
type: ClaimReview
is accessible for free: true
conditions of access: Free
claim reviewed: Druid vs Elasticsearch
review body: Druid is a columnar OLAP database optimized for real-time analytics on time-series data with sub-second latency, while Elasticsearch is a distributed search and analytics engine built for full-text search and log analysis. Druid excels at numerical aggregations across massive datasets, whereas Elasticsearch prioritizes flexible querying and text search capabilities.
review rating: Rating
  rating: 5
  worst rating: 1
  best rating: 5
  alternate name: Verified Comparison
author: A Versus B
item reviewed: Druid vs Elasticsearch

Maximum Data Volume per Cluster
type: PropertyValue
value: Druid: N/A | Elasticsearch: Petabyte-scale (1000+ TB)

Query Language Complexity (1-10 scale)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 7 (Lucene/DSL - steep learning curve)

Deployment Options
type: PropertyValue
value: Druid: N/A | Elasticsearch: Self-hosted, SaaS (Elastic Cloud), or Kubernetes

Average Customer Onboarding Time
type: PropertyValue
value: Druid: N/A | Elasticsearch: 30-90 days

Base Annual Cost (Small Deployment)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0 (self-hosted)

Per-Gigabyte Ingestion Cost
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0 (unlimited after infrastructure cost)

Query Response Time (1B records)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 50-200ms

Built-in Compliance Certifications
type: PropertyValue
value: Druid: N/A | Elasticsearch: 0 (requires custom hardening)

Machine Learning Use Cases Included
type: PropertyValue
value: Druid: N/A | Elasticsearch: 3 (anomaly detection, forecasting, outlier detection)

Community Support Response Time
type: PropertyValue
value: Druid: N/A | Elasticsearch: 12-48 (community forums)

Max Ingestion Throughput
type: PropertyValue
value: Druid: N/A | Elasticsearch: 75,000

Query Latency (50th percentile)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 300

Data Compression Ratio (metrics)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 4:1

GitHub Stars
type: PropertyValue
value: Druid: N/A | Elasticsearch: 65,800

Minimum Cluster Node Count
type: PropertyValue
value: Druid: N/A | Elasticsearch: 2

Memory Overhead (1M events)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 250

P99 Query Latency
type: PropertyValue
value: Druid: N/A | Elasticsearch: 100-500ms

Maximum Recommended Cluster Size
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1,000+ (tested to 10,000 with advanced tuning)

Full-Text Search Capability
type: PropertyValue
value: Druid: N/A | Elasticsearch: Native (analyzers, relevance tuning, fuzzy matching)

Time to First Production Query
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1-3 days (schemaless indexing)

SQL Support
type: PropertyValue
value: Druid: N/A | Elasticsearch: SQL via plugin (Elastic SQL), primary is Query DSL

Typical Memory Per Node
type: PropertyValue
value: Druid: N/A | Elasticsearch: 32-64GB for equivalent throughput

GitHub Stars (as of 2026)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 66,000+

Total Cost of Ownership (Year 1)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0-$10,000 (self-hosted) or $20,000-$60,000 (managed)

Average Time to Root Cause (MTTR)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 45-120 (manual investigation required)

Implementation Timeline
type: PropertyValue
value: Druid: N/A | Elasticsearch: 6-12 weeks

Supported Technologies
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1000+ via community/Beats

Data Retention (Default)
type: PropertyValue
value: Druid: N/A | Elasticsearch: Unlimited (storage-dependent)

Ingest Rate (Typical)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 500,000+ EPS per cluster

Learning Curve
type: PropertyValue
value: Druid: N/A | Elasticsearch: 3-6 months

API Complexity
type: PropertyValue
value: Druid: N/A | Elasticsearch: Complex Query DSL requiring technical expertise

Average Query Latency
type: PropertyValue
value: Druid: N/A | Elasticsearch: 47ms

Minimum RAM Requirement
type: PropertyValue
value: Druid: N/A | Elasticsearch: 512MB

Enterprise Market Share
type: PropertyValue
value: Druid: N/A | Elasticsearch: 66%

GitHub Community Size
type: PropertyValue
value: Druid: N/A | Elasticsearch: 68,000+ stars

Replication Setup Time
type: PropertyValue
value: Druid: N/A | Elasticsearch: 5-10 minutes

Bulk Indexing Performance
type: PropertyValue
value: Druid: N/A | Elasticsearch: 65 docs/sec per thread

Annual Commercial Support Cost
type: PropertyValue
value: Druid: N/A | Elasticsearch: $5,000-$50,000

Faceted Search Native Support
type: PropertyValue
value: Druid: N/A | Elasticsearch: Via aggregations (requires custom queries)

Time to First Production Deployment
type: PropertyValue
value: Druid: N/A | Elasticsearch: 14-28 days

Monthly Cost (100GB index, 1M queries/month)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $200-500 self-hosted

Maximum Practical Index Size
type: PropertyValue
value: Druid: N/A | Elasticsearch: Petabyte-scale (unlimited)

Infrastructure Management Requirement
type: PropertyValue
value: Druid: N/A | Elasticsearch: Requires DevOps expertise

API Response Time for Simple Search
type: PropertyValue
value: Druid: N/A | Elasticsearch: 100-300ms

Customization Depth (1-10 scale)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 9/10 (plugins, analyzers, scripting)

Support SLA Response Time
type: PropertyValue
value: Druid: N/A | Elasticsearch: Community-based or 4+ hours (enterprise)

Time to Production
type: PropertyValue
value: Druid: N/A | Elasticsearch: 14-28 days (self-hosted)

Monthly Cost (1TB/day ingestion)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $3,000-$8,000

Price per GB Ingested
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0.02-$0.05

Out-of-Box Integrations
type: PropertyValue
value: Druid: N/A | Elasticsearch: ~300 integrations

Default Data Retention
type: PropertyValue
value: Druid: N/A | Elasticsearch: Unlimited (configurable)

Infrastructure Management Overhead
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1.0-2.0 FTE

Query Language Complexity
type: PropertyValue
value: Druid: N/A | Elasticsearch: Advanced EQL with full customization

Minimum Memory Requirement
type: PropertyValue
value: Druid: N/A | Elasticsearch: 2-4 GB

Setup Time to First Query
type: PropertyValue
value: Druid: N/A | Elasticsearch: 120-240 minutes

Query Latency (p95 on 1M docs)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 50-200 ms

Maximum Recommended Data Scale
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1+ Billion (across clusters)

Aggregation Types Supported
type: PropertyValue
value: Druid: N/A | Elasticsearch: 40+ aggregation types

Default Typo Tolerance
type: PropertyValue
value: Druid: N/A | Elasticsearch: Manual configuration required

GitHub Stars (Community Size)
type: PropertyValue
value: Druid: N/A | Elasticsearch: ~60,000 stars

Annual Infrastructure Cost (100M docs)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $50,000-150,000

Enterprise Market Share (2024)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 70%

Time to First Production Insight
type: PropertyValue
value: Druid: N/A | Elasticsearch: 14-30 days

Automatic Instrumentation Coverage
type: PropertyValue
value: Druid: N/A | Elasticsearch: 30-40 (via Beats)

Starting Annual Cost
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0 (open-source) or $12,000

AI-Powered Root Cause Analysis
type: PropertyValue
value: Druid: N/A | Elasticsearch: Requires third-party integrations

Query Language Flexibility
type: PropertyValue
value: Druid: N/A | Elasticsearch: Full Elasticsearch Query DSL and custom scripts

Community Size & Resources
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1M+ active developers

Mean Time to Resolution (MTTR) Improvement
type: PropertyValue
value: Druid: N/A | Elasticsearch: Depends on manual investigation

Infrastructure Setup Complexity
type: PropertyValue
value: Druid: N/A | Elasticsearch: 80-200 hours (extensive)

Average Time to Value
type: PropertyValue
value: Druid: N/A | Elasticsearch: 14-30 days

Total Cost of Ownership (3-year, 500GB/month ingestion)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $120,000 (self-hosted licensing + 2 FTEs infrastructure)

Number of Pre-built Integrations
type: PropertyValue
value: Druid: N/A | Elasticsearch: 150+

Supported Data Types
type: PropertyValue
value: Druid: N/A | Elasticsearch: Logs, metrics (via plugins), custom JSON data

Data Retention Default
type: PropertyValue
value: Druid: N/A | Elasticsearch: Unlimited (storage-dependent)

Query Performance on 1TB Index
type: PropertyValue
value: Druid: N/A | Elasticsearch: 100-2000ms (depends on tuning)

Required Infrastructure Team Size (100 users)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 2-3 (cluster management + optimization)

Community Size
type: PropertyValue
value: Druid: N/A | Elasticsearch: 180,000+ (open-source)

Memory Usage (Baseline Configuration)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 512 MB

Search Latency (99th Percentile)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 150 ms

Maximum Dataset Size (Practical Limit)
type: PropertyValue
value: Druid: N/A | Elasticsearch: Unlimited (petabyte-scale)

Setup Time (Basic Deployment)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 60-120 minutes

Available Integrations
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1000+ plugins/integrations

Full-Text Search Languages Supported
type: PropertyValue
value: Druid: N/A | Elasticsearch: 30+ languages

Typo Tolerance (Out-of-Box)
type: PropertyValue
value: Druid: N/A | Elasticsearch: Requires configuration/plugin

Production Deployments (Estimated)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 500,000+ companies worldwide

Typical Query Latency (1B rows, GROUP BY)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 500-2000ms

Index Size to Data Ratio
type: PropertyValue
value: Druid: N/A | Elasticsearch: 0.5-2x

Full-Text Search Optimization
type: PropertyValue
value: Druid: N/A | Elasticsearch: Native, highly optimized (primary feature)

GitHub Stars (Community Size Proxy)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 68,000+

Real-Time Ingestion Support
type: PropertyValue
value: Druid: N/A | Elasticsearch: Via Beats and Logstash (indirect)

Typical Deployment Complexity
type: PropertyValue
value: Druid: N/A | Elasticsearch: Low-Medium (simpler operations)

Maximum Practical Dataset Size
type: PropertyValue
value: Druid: N/A | Elasticsearch: 5+ PB (operational limit)

SQL Query Support
type: PropertyValue
value: Druid: N/A | Elasticsearch: SQL plugin available (limited JOIN support)

Annual Cost for 500GB/day Ingestion
type: PropertyValue
value: Druid: N/A | Elasticsearch: $180,000-$240,000

Minimum Required DevOps FTE
type: PropertyValue
value: Druid: N/A | Elasticsearch: 2-4 full-time engineers

Query Language Expressiveness
type: PropertyValue
value: Druid: N/A | Elasticsearch: Lucene, KQL, SQL, JavaScript

Data Retention Cost per GB/month
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0.50-$1.50

SLA Uptime Guarantee
type: PropertyValue
value: Druid: N/A | Elasticsearch: Varies by deployment (self-hosted: customer responsibility)

Open-Source
type: PropertyValue
value: Druid: N/A | Elasticsearch: Yes (SSPL/Elastic License)

Base Monthly Cost (Small Team)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0 (self-hosted) / $884 (cloud)

Data Retention (Standard)
type: PropertyValue
value: Druid: N/A | Elasticsearch: Unlimited (user-configured)

Initial Setup Time
type: PropertyValue
value: Druid: N/A | Elasticsearch: 40-80 hours for production cluster

AI Anomaly Detection
type: PropertyValue
value: Druid: N/A | Elasticsearch: Requires ML plugins or third-party tools

Query Language
type: PropertyValue
value: Druid: N/A | Elasticsearch: Query DSL (complex, steep learning curve)

Supported Languages/Frameworks
type: PropertyValue
value: Druid: N/A | Elasticsearch: 45+ via Logstash and Beats

Annual Cloud Subscription (Large Team)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $10,600-$40,000 (Elastic Cloud)

Annual Licensing Cost (Small Deployment)
type: PropertyValue
value: Druid: N/A | Elasticsearch: $0 (self-managed)

Data Ingestion Capacity
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1,000,000+

Initial Deployment Time
type: PropertyValue
value: Druid: N/A | Elasticsearch: 2-4 weeks

Pre-Built Integrations
type: PropertyValue
value: Druid: N/A | Elasticsearch: 300+

Storage Compression Ratio
type: PropertyValue
value: Druid: N/A | Elasticsearch: 4:1

Search Query Latency (1B docs)
type: PropertyValue
value: Druid: N/A | Elasticsearch: 50-200ms

GitHub Community Stars
type: PropertyValue
value: Druid: N/A | Elasticsearch: 67,000+ stars

SQL Language Support
type: PropertyValue
value: Druid: N/A | Elasticsearch: Via plugin (not native)

Licensing Model
type: PropertyValue
value: Druid: N/A | Elasticsearch: Proprietary SSPL/Elastic License (features restricted)

Managed Cloud Starting Price
type: PropertyValue
value: Druid: N/A | Elasticsearch: $1.95/hour minimum ($429/month)

Self-Hosted Cost
type: PropertyValue
value: Druid: N/A | Elasticsearch: Free (open source core)

Indexing Throughput
type: PropertyValue
value: Druid: N/A | Elasticsearch: ~50,000 documents/second

Query Latency (p99)
type: PropertyValue
value: Druid: N/A | Elasticsearch: ~45ms average across distributions

Third-Party Integrations
type: PropertyValue
value: Druid: N/A | Elasticsearch: 1000+ verified integrations

Major Version Age
type: PropertyValue
value: Druid: N/A | Elasticsearch: 23+ years in market

SpeakableSpecification
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css selector: #verdict
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css selector: #faq
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Druid — Wikipedia
type: CreativeWork

Elasticsearch — Wikipedia
type: CreativeWork

Compare Druid vs Elasticsearch
type: Action
additional type: CompareAction
target: https://www.aversusb.net/compare/druid-vs-elasticsearch)
object: Druid
object: Elasticsearch

Query Latency (50th percentile)
type: PropertyValue
value reference: Performance

Data Compression Ratio (metrics)
type: PropertyValue
value reference: Storage

GitHub Stars
type: PropertyValue
value reference: Adoption & Community

Minimum Cluster Node Count
type: PropertyValue
value reference: Operations

Memory Overhead (1M events)
type: PropertyValue
value reference: Resources

P99 Query Latency
type: PropertyValue
value reference: Performance

Maximum Recommended Cluster Size
type: PropertyValue
value reference: Scalability

Full-Text Search Capability
type: PropertyValue
value reference: Features

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

SQL Support
type: PropertyValue
value reference: Query Language

Typical Memory Per Node
type: PropertyValue
value reference: Resource Efficiency

GitHub Stars (as of 2026)
type: PropertyValue
value reference: Community Adoption

Total Cost of Ownership (Year 1)
type: PropertyValue
value reference: Cost

Average Time to Root Cause (MTTR)
type: PropertyValue
value reference: Performance

Implementation Timeline
type: PropertyValue
value reference: Speed to Deployment

Supported Technologies
type: PropertyValue
value reference: Compatibility

Data Retention (Default)
type: PropertyValue
value reference: Data Management

Ingest Rate (Typical)
type: PropertyValue
value reference: Scalability

Learning Curve
type: PropertyValue
value reference: Usability

API Complexity
type: PropertyValue
value reference: Developer Experience

Average Query Latency
type: PropertyValue
value reference: Performance

Minimum RAM Requirement
type: PropertyValue
value reference: Hardware

Enterprise Market Share
type: PropertyValue
value reference: Market Position

GitHub Community Size
type: PropertyValue
value reference: Community

Replication Setup Time
type: PropertyValue
value reference: Operations

Bulk Indexing Performance
type: PropertyValue
value reference: Performance

Annual Commercial Support Cost
type: PropertyValue
value reference: Cost

Faceted Search Native Support
type: PropertyValue
value reference: Features

Time to First Production Deployment
type: PropertyValue
value reference: Implementation

Monthly Cost (100GB index, 1M queries/month)
type: PropertyValue
value reference: Pricing

Maximum Practical Index Size
type: PropertyValue
value reference: Scalability

Infrastructure Management Requirement
type: PropertyValue
value reference: Operations

API Response Time for Simple Search
type: PropertyValue
value reference: Performance

Customization Depth (1-10 scale)
type: PropertyValue
value reference: Flexibility

Support SLA Response Time
type: PropertyValue
value reference: Support

Time to Production
type: PropertyValue
value reference: Deployment

Monthly Cost (1TB/day ingestion)
type: PropertyValue
value reference: Pricing

Price per GB Ingested
type: PropertyValue
value reference: Pricing

Out-of-Box Integrations
type: PropertyValue
value reference: Features

Default Data Retention
type: PropertyValue
value reference: Performance

Infrastructure Management Overhead
type: PropertyValue
value reference: Operations

Query Language Complexity
type: PropertyValue
value reference: Advanced Features

Minimum Memory Requirement
type: PropertyValue
value reference: Resources

Setup Time to First Query
type: PropertyValue
value reference: Developer Experience

Query Latency (p95 on 1M docs)
type: PropertyValue
value reference: Performance

Maximum Recommended Data Scale
type: PropertyValue
value reference: Scalability

Aggregation Types Supported
type: PropertyValue
value reference: Analytics

Default Typo Tolerance
type: PropertyValue
value reference: Features

GitHub Stars (Community Size)
type: PropertyValue
value reference: Community & Adoption

Annual Infrastructure Cost (100M docs)
type: PropertyValue
value reference: Cost

Enterprise Market Share (2024)
type: PropertyValue
value reference: Adoption & Community

Time to First Production Insight
type: PropertyValue
value reference: Deployment & Speed

Automatic Instrumentation Coverage
type: PropertyValue
value reference: APM

Starting Annual Cost
type: PropertyValue
value reference: Pricing

AI-Powered Root Cause Analysis
type: PropertyValue
value reference: Intelligence

Query Language Flexibility
type: PropertyValue
value reference: Customization

Community Size & Resources
type: PropertyValue
value reference: Support & Ecosystem

Mean Time to Resolution (MTTR) Improvement
type: PropertyValue
value reference: Performance Impact

Infrastructure Setup Complexity
type: PropertyValue
value reference: Operations

Average Time to Value
type: PropertyValue
value reference: Implementation

Total Cost of Ownership (3-year, 500GB/month ingestion)
type: PropertyValue
value reference: Cost

Number of Pre-built Integrations
type: PropertyValue
value reference: Integrations

Supported Data Types
type: PropertyValue
value reference: Functionality

Data Retention Default
type: PropertyValue
value reference: Storage

Query Performance on 1TB Index
type: PropertyValue
value reference: Performance

Required Infrastructure Team Size (100 users)
type: PropertyValue
value reference: Operations

Community Size
type: PropertyValue
value reference: Community

Memory Usage (Baseline Configuration)
type: PropertyValue
value reference: Performance

Search Latency (99th Percentile)
type: PropertyValue
value reference: Performance

Maximum Dataset Size (Practical Limit)
type: PropertyValue
value reference: Scalability

Setup Time (Basic Deployment)
type: PropertyValue
value reference: Deployment

Available Integrations
type: PropertyValue
value reference: Ecosystem

Full-Text Search Languages Supported
type: PropertyValue
value reference: Features

Typo Tolerance (Out-of-Box)
type: PropertyValue
value reference: Features

Production Deployments (Estimated)
type: PropertyValue
value reference: Adoption

Typical Query Latency (1B rows, GROUP BY)
type: PropertyValue
value reference: Performance

Index Size to Data Ratio
type: PropertyValue
value reference: Storage Efficiency

Full-Text Search Optimization
type: PropertyValue
value reference: Search Capability

GitHub Stars (Community Size Proxy)
type: PropertyValue
value reference: Ecosystem

Real-Time Ingestion Support
type: PropertyValue
value reference: Data Ingestion

Typical Deployment Complexity
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value reference: Operations

Maximum Practical Dataset Size
type: PropertyValue
value reference: Scalability

SQL Query Support
type: PropertyValue
value reference: Capability

Annual Cost for 500GB/day Ingestion
type: PropertyValue
value reference: Cost

Minimum Required DevOps FTE
type: PropertyValue
value reference: Operations

Query Language Expressiveness
type: PropertyValue
value reference: Functionality

Data Retention Cost per GB/month
type: PropertyValue
value reference: Cost

SLA Uptime Guarantee
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Open-Source
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Base Monthly Cost (Small Team)
type: PropertyValue
value reference: Pricing

Data Retention (Standard)
type: PropertyValue
value reference: Data Management

Initial Setup Time
type: PropertyValue
value reference: User Experience

AI Anomaly Detection
type: PropertyValue
value reference: Intelligence

Query Language
type: PropertyValue
value reference: Usability

Supported Languages/Frameworks
type: PropertyValue
value reference: Compatibility

Annual Cloud Subscription (Large Team)
type: PropertyValue
value reference: Pricing

Annual Licensing Cost (Small Deployment)
type: PropertyValue
value reference: Pricing

Data Ingestion Capacity
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Initial Deployment Time
type: PropertyValue
value reference: Implementation

Pre-Built Integrations
type: PropertyValue
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Storage Compression Ratio
type: PropertyValue
value reference: Efficiency

Search Query Latency (1B docs)
type: PropertyValue
value reference: Performance

GitHub Community Stars
type: PropertyValue
value reference: Community

SQL Language Support
type: PropertyValue
value reference: Features

Licensing Model
type: PropertyValue
value reference: Legal & Cost

Managed Cloud Starting Price
type: PropertyValue
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Self-Hosted Cost
type: PropertyValue
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Indexing Throughput
type: PropertyValue
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Query Latency (p99)
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Third-Party Integrations
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value reference: Features

Major Version Age
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