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Updated yesterday · Independent Analysis
Databricks vs Elasticsearch
Capability Overview
Databricksvs Elasticsearch
4.6G2+0.1 vs Elasticsearch
Only in Databricks
- ✦ Delta Lake (Open Table Format)
- ✦ Apache Spark
- ✦ MLflow (ML Tracking)
✓ Free plan10k+ users · est. 2013
Elasticsearchvs Databricks
4.5G2-0.1 vs Databricks
Only in Elasticsearch
- ✦ Full-text search
- ✦ Inverted index
- ✦ Distributed sharding
✓ Free planFrom $99/moN/A users · est.
Quick VerdictIndependent Analysis
Databricks and Elasticsearch are both Databases tools. Compare features, pricing, and ratings below to find the best fit for your team.
When to Choose Databricks vs Elasticsearch
The question that matters: “In what situation will I regret choosing A over B after 3 months?”
Databricks Unique Strength
Delta Lake ACID Transactions on Cloud Object Storage
Databricks Delta Lake adds full ACID guarantees to Parquet files on S3 or ADLS, enabling concurrent reads and writes that corrupt data in plain Parquet pipelines without managing separate lock services.
→ Choose Databricks if this scenario applies to you. Elasticsearch doesn't offer a comparable solution.
Databricks Unique Strength
ML Experiment Tracking With MLflow Autologging
Databricks integrates MLflow natively, auto-logging parameters, metrics, and model artifacts for every training run, reducing experiment comparison from hours of manual log parsing to a 30-second dashboard review.
→ Choose Databricks if this scenario applies to you. Elasticsearch doesn't offer a comparable solution.
Databricks Unique Strength
Exactly-Once Kafka Processing With Structured Streaming
Databricks Structured Streaming processes Kafka events with exactly-once semantics and checkpointed state, supporting stateful aggregations across time windows without losing events on job restart.
→ Choose Databricks if this scenario applies to you. Elasticsearch doesn't offer a comparable solution.
Elasticsearch Unique Strength
Application Search
Build relevance-ranked search over product catalogs with typo tolerance and faceted filtering
→ Choose Elasticsearch if this scenario applies to you. Databricks doesn't offer a comparable solution.
Elasticsearch Unique Strength
Log Analytics (ELK Stack)
Ingest server logs via Logstash, store in Elasticsearch, visualize anomalies in Kibana in near-real-time
→ Choose Elasticsearch if this scenario applies to you. Databricks doesn't offer a comparable solution.
Elasticsearch Unique Strength
Security Event Monitoring
Correlate security events across systems using Elasticsearch SIEM to detect threats within minutes
→ Choose Elasticsearch if this scenario applies to you. Databricks doesn't offer a comparable solution.
Elasticsearch Unique Strength
E-commerce Product Discovery
Power autocomplete and faceted search across millions of SKUs with sub-100ms query latency
→ Choose Elasticsearch if this scenario applies to you. Databricks doesn't offer a comparable solution.
Pricing Comparison & PlansHigh· Verified Jun 28, 2026
Databricks Plans
Free tier available
SQL Classic
Contact SalesBest for: Ideal for foundational SQL analytics workloads
- ✓Run interactive SQL queries for data exploration on a self-managed SQL warehouse
- ✓Intelligent auto complete, ANSI SQL & Rest API
- ✓Massively parallel processing
View on vendor site
MOST POPULARSQL Pro
Contact SalesBest for: Designed for advanced SQL analytics with enhanced performance and concurrency
- ✓Better performance and extend the SQL experience on the lakehouse
- ✓Exploratory SQL, SQL ETL/ELT, data science and ML on a self-managed SQL warehouse
- ✓Intelligent auto complete, ANSI SQL & Rest API
- ✓Massively parallel processing & Predictive I/O
- ✓Streaming tables, materialized views, query federation, and workflows
View on vendor site
SQL Serverless
Contact SalesBest for: Offers fully managed, auto-scaling SQL endpoints for simplified operations
- ✓Best performance for high-concurrency BI
- ✓Extend the SQL experience on the lakehouse for exploratory SQL, SQL ETL/ELT, data science and ML
- ✓Fully managed, elastic, serverless SQL warehouse hosted in the customer's Databricks account
- ✓Intelligent auto complete, ANSI SQL & Rest API
- ✓Massively parallel processing & Predictive I/O
View on vendor site
CPU Serving
Contact SalesBest for: For deploying and scaling machine learning models using CPU resources
- ✓Serve any model, feature, or agent
- ✓High throughput, low latency, and autoscaling
View on vendor site
GPU Serving
Contact SalesBest for: Optimized for high-performance machine learning model serving with GPU acceleration
- ✓Use GPU accelerated compute for lower latency and higher throughput on production apps
View on vendor site
Premium
Contact SalesBest for: Provides enhanced security, compliance, and governance features for sensitive data
- ✓Databricks Workspace for production jobs, analytics and ML
- ✓Optimized Runtime Engine
- ✓Audit logs and automated policy controls
- ✓Extend your cloud-native security for company-wide adoption
View on vendor site
Elasticsearch Plans
Free tier available
Free (Self-Managed)
FreeBest for: This plan is ideal for individuals or small teams needing basic Elasticsearch functionality for self-managed deployments.
- ✓Elasticsearch
- ✓Kibana
- ✓Integrations
- ✓Full-text search
- ✓Clustering & high availability
View on vendor site
MOST POPULARStandard
$99/moBest for: This entry-level paid plan is suitable for users requiring essential Elasticsearch features and basic support for their deployments.
- ✓Core Elasticsearch and Kibana
- ✓Basic security
- ✓Alerting and monitoring
- ✓APM, metrics, CSPM, CNVM, malware prevention
- ✓Synthetic monitoring
View on vendor site
Gold
$114/moBest for: The Gold plan adds enhanced security features and advanced alerting, making it good for businesses with growing compliance needs.
- ✓Standard features
- ✓24/7 support with one-hour P1 response
- ✓Searchable Snapshots / frozen tier
- ✓Role-based access control
- ✓Machine learning anomaly detection
View on vendor site
Platinum
$131/moBest for: Platinum includes machine learning capabilities and advanced security, perfect for organizations needing deeper insights and robust protection.
- ✓Gold features
- ✓Advanced machine learning
- ✓Cross-cluster replication
- ✓JDBC/ODBC connectivity
- ✓Advanced security (SAML, SSO, field- and document-level security)
View on vendor site
Enterprise
$184/moBest for: Designed for large organizations, Enterprise offers unlimited support, advanced features, and centralized management for critical operations.
- ✓Platinum features
- ✓Full Elastic Search/Observability/Security solutions
- ✓Dedicated support
- ✓Premium ML features
- ✓Searchable snapshots for storage cost reduction
View on vendor site
Elastic Cloud Serverless
Contact SalesBest for: This custom plan is for users seeking a fully managed, serverless experience with flexible scaling and usage-based billing.
- ✓Decoupled compute and storage scaling
- ✓No-ops management
- ✓Automatically scales up and down
- ✓Optimized for variable workloads
- ✓Zero capacity planning
View on vendor site
Capability Breakdown
11 differences found across 18 standardized features
Feature
Databricks
Elasticsearch
ACID Transactions
✓
✗
Open Source
✓
✗
Full-Text Search
✗
✓
Vector Search
✓
✗
Serverless
✓
✗
Self-Hosted
✗
✓
SQL Support
✗
✓
Real-time Ingestion
✗
✓
Replication
✗
✓
Geospatial
✗
✓
Time-series
✗
✓
Total (raw)
20
14
Databricks Features
- •Delta Lake (Open Table Format)
- •Apache Spark
- •MLflow (ML Tracking)
- •Unity Catalog (Governance)
- •Databricks SQL
- •Notebooks
- •Delta Live Tables (ETL)
- •Feature Store
- •Model Serving
- •Vector Search
- •Mosaic AI (LLM Fine-tuning)
- •AutoML
- •Workflows (Orchestration)
- •Delta Sharing
- •Multi-Cloud
- •Lakehouse Architecture
- •REST API
- •SDK
- •CLI
- •Connection Pooling
Elasticsearch Features
- •Full-text search
- •Inverted index
- •Distributed sharding
- •JSON document storage
- •Aggregations
- •Geospatial queries
- •Vector search (kNN)
- •REST API
- •Index lifecycle management
- •Role-based access control
- •Kibana integration
- •Machine learning anomaly detection
- •Cross-cluster replication
- •Snapshot and restore
Strengths & Limitations
Evaluative strengths and weaknesses: not feature lists
Pros
- +Lakehouse architecture eliminates ETL between data lake and warehouse
- +MLflow is the de-facto ML experiment tracking standard
- +Unity Catalog provides unified governance across data and AI
- +Delta Lake open format avoids vendor lock-in
Cons
- −As a data engineer, I see cluster failure in our Databricks user databases as a major issue.
- −I heard that a new feature is being developed for SAP that can bring SAP data directly into the platform for generating reports.
- −The API deployment and model deployment are not easy on the Databricks side.
- −I am uncertain about specific improvements for Databricks.
- −In my opinion, areas of Databricks that have room for improvement involve the dashboards.
Pros
- +Best-in-class full-text search with relevance tuning
- +Rich aggregation engine for log analytics and dashboards
- +Massive ecosystem with Logstash, Kibana, and Beats
Cons
- −I have not explored Elastic Search at the most.
At a Glance
User Rating
4.6/5vs4.5/5
Databricks
▲
Elasticsearch
Starting Price
Free tiervs$99/mo
Databricks
Elasticsearch
▲
Feature Count
20 featuresvs14 features
Databricks
▲
Elasticsearch
User Base
10vs0
Databricks
▲
Elasticsearch
Databricks · Price & Data SyncLast verified: June 28, 2026 · CE-DB-2026W23-7B642D · ✓ Pricing updated May 30, 2026
Elasticsearch · Price & Data SyncLast verified: June 28, 2026 · CE-DB-2026W22-5DF814 · ✓ Pricing updated May 30, 2026
Recent Price History
Databricks
Databricks added a new "SQL Serverless" plan (Custom pricing)
Plan added · May 30, 2026
Databricks
Databricks added a new "GPU Serving" plan (Custom pricing)
Plan added · May 30, 2026
Databricks
Databricks removed the "Standard" plan
Plan removed · May 30, 2026
Databricks
Databricks added a new "CPU Serving" plan (Custom pricing)
Plan added · May 30, 2026
Databricks
Databricks removed the "Community Edition" plan
Plan removed · May 30, 2026
Elasticsearch
Elasticsearch added a new "Elastic Cloud Serverless" plan (Custom pricing)
Plan added · May 30, 2026
Elasticsearch
Elasticsearch added a new "Platinum" plan at $131/mo
Plan added · May 30, 2026
Elasticsearch
Elasticsearch removed the "Platinum (Elastic Cloud)" plan
Plan removed · May 30, 2026
Elasticsearch
Elasticsearch added a new "Gold" plan at $114/mo
Plan added · May 30, 2026
Elasticsearch
Elasticsearch added a new "Standard" plan at $99/mo
Plan added · May 30, 2026
Frequently Asked Questions
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