What's New
MarkLogic Server
New Features and Enhancements
MarkLogic Server 12 Early Access: Harness Generative AI with State-of-the-Art Search
Maximize augmented GenAI retrieval efficiency with a comprehensive hybrid search.
Latest Features Across the Portfolio
MarkLogic Server 12 Early Access
From 0 to 1 and from A to B—power superior retrieval precision for augmenting GenAI with domain-specific knowledge.
Flexible Analytical Queries with Virtual Views
Run complex analytics cost-effectively at scale with relational views generated at query time.
Native Vector Operations
Natively perform vector operations in MarkLogic Server to significantly enhance Generative AI retrieval accuracy.
Enhanced Text Search with Best-Match [BM25] Relevance Ranking
Boost full-text search recall with better document ranking to return the most relevant search results at the top.
Advanced Semantic Search with Graph Shortest Path Algorithm
Solve real-world problems related to route planning, network optimization and resource allocation.
Additional Resources
MarkLogic Server 11 Series
MarkLogic Server 11.3
- First Long Term Support release
- Rootless Mode with Docker Image 2.0
MarkLogic Server 11.2
- Optic API Update GA. Patch and Error Handling.
- OAuth 2.0 JWT OIDC (Open ID Connect) Support
- Admin UI Dynamic Data Fetching
- Queue Size Metrics
- Elastic Load Balancer Support in XCC
- Progress® Semaphore™ Integration
- Progress® Corticon™ Integration
MarkLogic Server 11.1
- XQuery and Node.js Support for Optic Update (Technical Preview)
- Reverse Proxy and Load Balancer Path-Based Routing
- Forest Memory Diagnostics
- PKI and KMS Auditing
- New Full-Width UI Banner
- AWS CloudFormation Template (CFT) Improvements
MarkLogic Server 11.0
- New Look and Feel and Improved Accessibility
- GraphQL
- Optic Geospatial
- Optic Update (Technical Preview)
- Adaptive Memory Algorithms for Optic Sorts and Joins
- Storage Failure Detection and Failover
- Enhanced Health Check Monitoring
- HTTP Compression and Chunking
Virtual Views for Ad-Hoc Analytics
Analyze and explore your data quickly and cost-effectively with Virtual Views. Virtual Views are relational projections of document data you can generate on demand. Optimized for ad-hoc reporting or repetitive calculations, Virtual Views allow you to run large-scale analytical queries without incurring the operational and resource cost of reindexing data.
Native Vector Operations
Store vector embeddings close to your data in JSON or XML format and enable large-scale similarity searches for GenAI systems on vast amounts of unstructured data. Complement with full-text queries through Optic API for the highest quality, trustworthy results, significantly reducing computational costs.
Enhanced Text Search with Best-Match [BM25] Relevance Ranking
Combine best-match relevance and vector calculations to re-rank results for optimal search accuracy. The comprehensive search capabilities of MarkLogic Server allow you to combine text-based and similarity-based queries, merge result scores and re-rank them with a single expression via its Optic API that parses the content most relevant to a user query to the LLM model.
Advanced Semantic Search with Graph Shortest Path Algorithm
Improve the contextual relevance of results and response time in graph RAG systems by effectively identifying the most relevant documents or phrases to answer a user or LLM-generated query. Find the most cost-effective or time-efficient solutions to route planning, network optimization and resource allocation.
Fully Integrated React UI Toolkit for Developing Data- and Search-Driven Applications
Customizable UI Components
Ready to use with out-of-the-box functionality.
Visualization Techniques for Any Data
Graph, geo-map, timeline, grid, charts and text.
Data Access Layer
No ETL or API integration required to interact with data in MarkLogic Server.
High Performance Full-Text Search
Enables users to find the exact data they need.
Custom Facets and Dynamic Filters
Configurable and synchronized to refine results.
Sample Apps
A complete blueprint for how to build with the toolkit.
Additional Resources
/marklogic/fasttrack
Discover What’s New in Data Hub 6.1
Enhanced Knowledge Graph Visualization
Reveal new insights on domain knowledge with a user-friendly connected data exploration experience that intuitively follows your process.
Global Settings
Apply uniform provenance, validation and data access rules once and from a single location across all flows and models.
Debug Manager
Investigate and troubleshoot current activity in the system when you experience unusual behavior.
Additional Resources
Enhanced Knowledge Graph Visualization
A cleaner, crisper presentation of semantic data models helps you intuitively explore extremely large, connected data and draw insight faster. Now you can now zoom in on individual nodes in the Explore Module and the screen will automatically remove the "noise" around your data point of interest so you can focus on the smallest detail. The new entity grouping feature helps you organize your data landscape into data subsets with easy dragging and dropping, while decluttering your view and simplifying the complexity of the graph.
Zoom In and Out
Navigate your knowledge graph and expand individual data points to declutter the view of your hairy graph dataset.
Draw relationships
Connect nodes in your knowledge graph with a simple draw motion directly in the graph visualization UI.
Entity grouping
Arrange data points in your knowledge graphs in clusters with easy dragging and dropping to organize and simplify your view.
Global Settings
You can now centrally manage Provenance, Entity validation and Target permission settings through the Global Settings menu in the MarkLogic Data Hub. The new Global Settings menu allows you to set and configure properties to apply across the entire application.
Provenance
You can choose between coarse-grained, fine-grained or no lineage.
Entity validation
Part of the curation flow, the validation setting enables you to decide how strictly you want to force data to conform to the entity definition.
Target permissions
Apply to the output of every step that doesn't have its own target permissions setting. For example, you can give users permission to the mapped data only but not the raw data in the staging database.
Debug Manager
You can now perform diagnostics on the MarkLogic Data Hub when it does not behave as expected. The new debug task allows you to initiate a system log displaying all current activity so you can quickly see the most recent jobs, connection status to the application server as well as the latest created user roles and entities.
A Single Application for All Your Data Movement Use Cases
Ample Data Source Support
Connect databases, workflows, file systems and cloud storage.
Powerful Transformations
Create reusable REST transforms in JavaScript or XQuery.
Command-Line Experience
Leverage readily available, intuitive commands with inline help.
Easy to Use
Flexibly define, configure and automate high-volume import, transform and export jobs.
Customizable and Extensible
Tap into the vast Apache Spark connectors ecosystem.
Standalone and Embeddable
Run locally or embed in your enterprise JVM-based application.
Additional Resources
Import
Simplify large-scale data ingest operations by importing structured and unstructured data formats from a variety of sources, including any database with a JDBC driver, including those offered by Progress DataDirect.
Export
Seamlessly integrate with your larger data ecosystem so data services and applications can consume your curated data and metadata. You can easily export rows or documents to a variety of destinations, including databases, a local filesystem or Amazon S3.
Process
Easily read, process and transform data in bulk via custom JavaScript or XQuery code without slowing down your production environment. Vectorize data and documents iteratively for augmented GenAI retrieval.
What's New
FastTrack
New Features and Enhancements
Fully Integrated React UI Toolkit for Developing Data- and Search-Driven Applications
Release Webinar
What's New
Data Hub 6.1
New Features and Enhancements
Discover What’s New in Data Hub 6.1
Release Webinar
What's New
Flux
New Features and Enhancements
A Single Application for All Your Data Movement Use Cases
Download FluxTalk to an Expert
Migrating or upgrading to a current software version? Contact Progress Professional Services and get upgrade support from our team of consultants or find a MarkLogic implementation partner.
Learning & Resources
Get Started with MarkLogic
Get a personalized demo or start a proof-of-value with our team.