gigaspaces.com

# GigaSpaces

> Ask your structured data questions and get clear, accurate AI-powered answers. Instantly.

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## Pages

- [Glossary Hybrid RAG](https://www.gigaspaces.com/data-terms/hybrid-rag)
- [Glossary Query Understanding](https://www.gigaspaces.com/data-terms/query-understanding)
- [LP for eRAG ChatGPT RT](https://www.gigaspaces.com/lp-for-erag-chatgpt-rt)
- [Gigaspaces | Home Page with eRAG- 2025 Set Height](https://www.gigaspaces.com/home-v2)
- [Gigaspaces | Home Page - 2025](https://www.gigaspaces.com/)
- [Glossary Modular RAG](https://www.gigaspaces.com/data-terms/modular-rag)
- [Glossary AI Agent Orchestration](https://www.gigaspaces.com/data-terms/ai-agent-orchestration)
- [Glossary AI Context Engineering](https://www.gigaspaces.com/data-terms/context-engineering)
- [Glossary Agentic Reasoning](https://www.gigaspaces.com/data-terms/agentic-reasoning)
- [Book a Demo 2025](https://www.gigaspaces.com/book-a-demo)
- [Glossary: Conversational Analytics](https://www.gigaspaces.com/data-terms/what-is-conversational-analytics)
- [Glossary LLM Grounding](https://www.gigaspaces.com/data-terms/what-is-llm-grounding)
- [Glossary: The Semantic Layer](https://www.gigaspaces.com/data-terms/semantic-layer)
- [Company Values](https://www.gigaspaces.com/company-values)
- [LP for eRAG ChatGPT](https://www.gigaspaces.com/lp-for-erag-chatgpt)
- [Glossary What is Text2SQL?](https://www.gigaspaces.com/data-terms/what-is-text2sql)
- [Glossary What is Agentic AI?](https://www.gigaspaces.com/data-terms/what-is-agentic-ai)
- [Glossary Real-Time AI Governance](https://www.gigaspaces.com/data-terms/real-time-ai-governance)
- [Glossary What is Semantic Reranking?](https://www.gigaspaces.com/data-terms/semantic-reranking)
- [Glossary: What Are LLM Guardrails?](https://www.gigaspaces.com/data-terms/llm-guardrails)
- [Glossary What is Trustworthy AI?](https://www.gigaspaces.com/data-terms/trustworthy-ai)
- [Glossary What is Contextual AI?](https://www.gigaspaces.com/data-terms/contextual-ai)
- [Glossary What is NLQ, Natural Language Query?](https://www.gigaspaces.com/data-terms/natural-language-query)
- [Glossary What is AI Self-Evaluation?](https://www.gigaspaces.com/data-terms/ai-self-evaluation)
- [Glossary What is Semantic Reasoning?](https://www.gigaspaces.com/data-terms/semantic-reasoning)
- [What is a Context Window?](https://www.gigaspaces.com/data-terms/context-window)
- [What is Constitutional AI?](https://www.gigaspaces.com/data-terms/constitutional-ai)
- [What Is AI Agent Routing?](https://www.gigaspaces.com/data-terms/ai-agent-routing)
- [Glossary: What Is LLM Temperature?](https://www.gigaspaces.com/data-terms/llm-temperature)
- [Glossary: What Is a Knowledge Graph in the Context of LLMs?](https://www.gigaspaces.com/data-terms/knowledge-graph)
- [What is Supervised Fine-tuning?](https://www.gigaspaces.com/data-terms/supervised-fine-tuning)
- [What is a Foundational Model?](https://www.gigaspaces.com/data-terms/foundational-model)
- [Augmented Data Quality](https://www.gigaspaces.com/data-terms/augmented-data-quality)
- [Model Context Protocol](https://www.gigaspaces.com/data-terms/model-context-protocol)
- [RAG Pipelines](https://www.gigaspaces.com/data-terms/rag-pipelines)
- [Cache Augmented Generation (CAG)](https://www.gigaspaces.com/data-terms/cache-augmented-generation-cag)
- [Hypothetical Document Embeddings HyDe](https://www.gigaspaces.com/data-terms/hypothetical-document-embeddings)
- [Direct Preference Optimization (DPO)](https://www.gigaspaces.com/data-terms/direct-preference-optimization-dpo)
- [Pricing Gigaspaces 2025](https://www.gigaspaces.com/pricing)
- [Terms of Use](https://www.gigaspaces.com/terms-of-use): Read GigaSpaces Terms of Use.
- [Table Augmented Generation (TAG)](https://www.gigaspaces.com/data-terms/table-augmented-generation)
- [Corrective RAG](https://www.gigaspaces.com/data-terms/corrective-rag)
- [Glossary LLM RAG Pattern](https://www.gigaspaces.com/data-terms/llm-rag-pattern)
- [Glossary - Retrieval-Augmented Generation (RAG) as a Service: A Comprehensive Overview](https://www.gigaspaces.com/data-terms/rag-as-a-service)
- [Glossary - Multi-Agent RAG](https://www.gigaspaces.com/data-terms/multi-agent-rag)
- [Glossary - LLM Governance](https://www.gigaspaces.com/data-terms/llm-governance)
- [Glossary Graph RAG](https://www.gigaspaces.com/data-terms/graph-rag)
- [Glossary LLM Reasoning](https://www.gigaspaces.com/data-terms/llm-reasoning)
- [Glossary - Agentic RAG](https://www.gigaspaces.com/data-terms/agentic-rag)
- [Glossary - Explainable AI (XAI)](https://www.gigaspaces.com/data-terms/explainable-ai-xai)
- [Glossary Large Action Model](https://www.gigaspaces.com/data-terms/large-action-model)
- [Glossary - Chain of Thought Prompting](https://www.gigaspaces.com/data-terms/chain-of-thought-prompting)
- [Glossary - Reinforcement Learning with Human Feedback](https://www.gigaspaces.com/data-terms/reinforcement-learning-human-feedback)
- [Glossary GraphQL](https://www.gigaspaces.com/data-terms/graphql)
- [Glossary - Memory-Augmented Neural Networks](https://www.gigaspaces.com/data-terms/memory-augmented-neural-networks): Memory-Augmented Neural Networks are ML architectures that integrate an external memory module with traditional neural networks.
- [Q&As](https://www.gigaspaces.com/answers): Questions regarding GenAI, LLMs, NLP, RAG, AI AGents and related topics, answered by GigaSpaces experts.
- [Category Answers](https://www.gigaspaces.com/answers/category): Questions regarding GenAI, LLMs, NLP, RAG and related topics, answered by GigaSpaces experts.
- [XAP Thank You Page](https://www.gigaspaces.com/xap-thank-you): ACID transactions (Atomicity, Consistency, Isolation, and Durability) ensure that database transactions are processed reliably and data is stored accurately and consistently.
- [Glossary Operational Data Store](https://www.gigaspaces.com/data-terms/operational-data-store)
- [Glossary Data Ingestion](https://www.gigaspaces.com/data-terms/data-ingestion)
- [Glossary AI Reasoning Engine](https://www.gigaspaces.com/data-terms/ai-reasoning-engine)
- [Glossary Semantic Caching for LLMs](https://www.gigaspaces.com/data-terms/semanticaching-for-llms)
- [Glossary AI Design Patterns](https://www.gigaspaces.com/data-terms/ai-design-patterns)
- [Glossary Machine Learning Inference](https://www.gigaspaces.com/data-terms/machine-learning-inference)
- [Glossary Directed Acyclic Graphs](https://www.gigaspaces.com/data-terms/directed-acyclic-graphs)
- [Glossary Streaming LLMs](https://www.gigaspaces.com/data-terms/streaming-llms)
- [Glossary Vector Embeddings](https://www.gigaspaces.com/data-terms/vector-embeddings)
- [Glossary Distributed Events](https://www.gigaspaces.com/data-terms/distributed-events)
- [Glossary Named Entity Recognition (NER)](https://www.gigaspaces.com/data-terms/named-entity-recognition)
- [Glossary Sentiment Analysis](https://www.gigaspaces.com/data-terms/sentiment-analysis)
- [Glossary AI Agent](https://www.gigaspaces.com/data-terms/ai-agent)
- [Glossary AI Databases](https://www.gigaspaces.com/data-terms/ai-databases)
- [Glossary Cloud-Native Architecture](https://www.gigaspaces.com/data-terms/cloud-native-architecture)
- [Glossary Time Series Database](https://www.gigaspaces.com/data-terms/time-series-database)
- [Glossary In-Memory Processing](https://www.gigaspaces.com/data-terms/in-memory-processing)
- [XAP - was Smart Cache - Direct](https://www.gigaspaces.com/products/xap-imdg): GigaSpaces XAP is the fastest distributed caching tier for any operational data source, powering applications.
- [Glossary Data at Rest](https://www.gigaspaces.com/data-terms/data-at-rest)
- [Glossary eRAG](https://www.gigaspaces.com/data-terms/erag)
- [Glossary Graph DB](https://www.gigaspaces.com/data-terms/graph-db)
- [Glossary Data Consistency - New url](https://www.gigaspaces.com/data-term/data-consistency)
- [Glossary AI Hallucination](https://www.gigaspaces.com/data-terms/ai-hallucination)
- [Glossary Kubernetes Architecture](https://www.gigaspaces.com/data-terms/kubernetes-architecture)
- [Glossary Event Queues](https://www.gigaspaces.com/data-terms/event-queues)
- [Glossary In-Memory Data Grid](https://www.gigaspaces.com/data-terms/in-memory-data-grid)
- [Glossary Space-Based Architecture](https://www.gigaspaces.com/data-terms/space-based-architecture)
- [Glossary Data Scalability](https://www.gigaspaces.com/data-terms/data-scalability)
- [Glossary Data High Availability](https://www.gigaspaces.com/data-terms/data-high-availability)
- [XAP Skyline Inner Page 2024 - Concurrency](https://www.gigaspaces.com/products/xap-skyline/concurrency): XAP Skyline guarantees consistency through the synchronization process with the DBaaS, eliminating data loss and conflicting responses that may occur during synchronizations. XAP Skyline provides built-in replication between XAP clusters, providing local access to data in each cluster, while keeping the data in sync with other clusters.
- [XAP Skyline Inner Page 2024 - Synchronization](https://www.gigaspaces.com/products/xap-skyline/synchronization): In XAP Skyline data is written to the IMDG, then, within a configurable interval, is persisted to the database, which minimizes latency.
- [XAP Skyline Inner Page 2024 - Data Access Latency](https://www.gigaspaces.com/products/xap-skyline/data-access-latency): XAP Skyline serves data at extremely high concurrency and low latency utilizing its in-memory capabilities.
- [FAQs](https://www.gigaspaces.com/faq-older): Questions and answers on GigaSpaces' products
- [Glossary ACID Transactions](https://www.gigaspaces.com/data-terms/acid-transactions)
- [Glossary Cache Coherence](https://www.gigaspaces.com/data-terms/cache-coherence)
- [Glossary Cache Invalidation](https://www.gigaspaces.com/data-terms/cache-invalidation)
- [Glossary Cache Miss](https://www.gigaspaces.com/data-terms/cache-miss)
- [Glossary Data Latency](https://www.gigaspaces.com/data-terms/data-latency)
- [Glossary Data Concurrency](https://www.gigaspaces.com/data-terms/data-concurrency)
- [Glossary Data Persistency](https://www.gigaspaces.com/data-terms/data-persistency)
- [Glossary Domain-Driven Design (DDD)](https://www.gigaspaces.com/data-terms/domain-driven-design)
- [Glossary Data Consistency](https://www.gigaspaces.com/data-terms/data-consistency): Data Consistency ensures that data maintains its integrity and validity over time, and does not change during transactions and operations.
- [Glossary Microservices Architecture](https://www.gigaspaces.com/data-terms/microservices-architecture)
- [Glossary Apache Flink](https://www.gigaspaces.com/data-terms/apache-flink)
- [Glossary Real-Time Data Stream](https://www.gigaspaces.com/data-terms/real-time-data-stream)
- [FAQs](https://www.gigaspaces.com/faq): Questions and answers on GigaSpaces' products
- [Glossary LLM Evaluation](https://www.gigaspaces.com/data-terms/llm-evaluation)
- [Glossary LLM Monitoring](https://www.gigaspaces.com/data-terms/llm-monitoring)
- [Glossary LLM Validation](https://www.gigaspaces.com/data-terms/llm-validation)
- [Glossary Vector Database](https://www.gigaspaces.com/data-terms/vector-database)
- [Glossary Data Accessibility](https://www.gigaspaces.com/data-terms/data-accessibility)
- [Glossary Data Flow Control](https://www.gigaspaces.com/data-terms/data-flow-control)
- [Glossary Retrieval Augmented Generation (RAG)](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation)
- [Glossary LLM Hallucinations](https://www.gigaspaces.com/data-terms/llm-hallucinations)
- [Glossary Caching as a Service](https://www.gigaspaces.com/data-terms/caching-as-a-service)
- [Glossary Data Integration Layer](https://www.gigaspaces.com/data-terms/data-integration-layer)
- [Glossary Data Analytics](https://www.gigaspaces.com/data-terms/data-analytics)
- [Glossary Stream Data Integration](https://www.gigaspaces.com/data-terms/stream-data-integration)
- [Glossary Database Scaling](https://www.gigaspaces.com/data-terms/database-scaling)
- [Glossary Digital Integration as a Service](https://www.gigaspaces.com/data-terms/digital-integration-as-a-service)
- [Glossary Sharding](https://www.gigaspaces.com/data-terms/sharding)
- [Glossary Digital Thread](https://www.gigaspaces.com/data-terms/digital-thread)
- [Glossary Application Modernization](https://www.gigaspaces.com/data-terms/application-modernization)
- [Glossary Digital Twin](https://www.gigaspaces.com/data-terms/digital-twin)
- [Glossary Data API](https://www.gigaspaces.com/data-terms/data-api)
- [Glossary In-Memory Database](https://www.gigaspaces.com/data-terms/in-memory-database)
- [Glossary Distributed Transaction](https://www.gigaspaces.com/data-terms/distributed-transaction)
- [Glossary Real-Time Operational Reporting](https://www.gigaspaces.com/data-terms/real-time-operational-reporting)
- [Glossary Real-Time Streaming](https://www.gigaspaces.com/data-terms/real-time-streaming)
- [Glossary Data as a Service](https://www.gigaspaces.com/data-terms/data-as-a-service)
- [Glossary Real-Time Data Analytics](https://www.gigaspaces.com/data-terms/real-time-data-analytics)
- [Hybrid & Multi Cloud Integrations](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration): Multi cloud and hybrid cloud integrations empower businesses to optimize their operations by integrating different cloud platforms and on-premises systems.
- [Customer 360 View](https://www.gigaspaces.com/use-cases/customer-360): Smart DIH offers legacy modernization with a cost-efficient alternative to the “rip and replace” approach, allowing business continuity, and enabling organizations to maximize their ROI on their data infrastructure investments.
- [Privacy Notice - Candidates and Employees](https://www.gigaspaces.com/jc/privacy-notice): Read GigaSpaces Privacy Policy.
- [APIs Scaling](https://www.gigaspaces.com/use-cases/application-acceleration): Smart DIH offers legacy modernization with a cost-efficient alternative to the “rip and replace” approach, allowing business continuity, and enabling organizations to maximize their ROI on their data infrastructure investments.
- [Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration): Smart DIH offers legacy modernization with a cost-efficient alternative to the “rip and replace” approach, allowing business continuity, and enabling organizations to maximize their ROI on their data infrastructure investments.
- [Glossary Data Exchange](https://www.gigaspaces.com/data-terms/data-exchange)
- [Glossary Data Federation](https://www.gigaspaces.com/data-terms/data-federation)
- [Glossary Mainframe Modernization](https://www.gigaspaces.com/data-terms/mainframe-modernization)
- [Glossary Data Products](https://www.gigaspaces.com/data-terms/data-product)
- [Glossary Enterprise iPaaS](https://www.gigaspaces.com/data-terms/enterprise-ipaas)
- [Glossary Unified Data Platform](https://www.gigaspaces.com/data-terms/unified-data-platform)
- [Glossary Data Democratization](https://www.gigaspaces.com/data-terms/data-democratization)
- [Glossary Data Self-Service](https://www.gigaspaces.com/data-terms/data-self-service)
- [Glossary Data Mesh](https://www.gigaspaces.com/data-terms/data-mesh)
- [Glossary Lambda Architecture](https://www.gigaspaces.com/data-terms/lambda-architecture)
- [Glossary Data Grid](https://www.gigaspaces.com/data-terms/data-grid)
- [Glossary Operational Data Hub](https://www.gigaspaces.com/data-terms/operational-data-hub)
- [Glossary Distributed Computing](https://www.gigaspaces.com/data-terms/distributed-computing)
- [Glossary Distributed Cache](https://www.gigaspaces.com/data-terms/distributed-cache)
- [Glossary Main Lobby Page](https://www.gigaspaces.com/data-terms)
- [Glossary Data Pipeline](https://www.gigaspaces.com/data-terms/data-pipeline)
- [Glossary Kappa Architecture](https://www.gigaspaces.com/data-terms/kappa-architecture)

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## Posts

- [Beyond the Hype: Why ChatGPT 5.2 Needs a Semantic Layer to Survive the Enterprise](https://www.gigaspaces.com/blog/why-chatgpt-52-needs-a-semantic-layer)
- [The Agentic AI Blueprint is a Trap: Why We Spent 2 Years Building eRAG, So You Don’t Have To](https://www.gigaspaces.com/blog/agentic-ai-blueprint-trap-erag-journey)
- [Ensuring Robust Data Security and Compliance](https://www.gigaspaces.com/blog/ensuring-robust-data-security-and-compliance)
- [Conversational Databases: Your Database Now Speaks English](https://www.gigaspaces.com/blog/conversational-databases-english-query)
- [Beyond Automation: How AI Is Quietly Rewriting the Way You Think, Decide, and Compete](https://www.gigaspaces.com/blog/how-ai-is-rewriting-the-way-you-think-decide-and-compete)
- [How to Supersede Business Planning with GenAI, Operational Data & Crowd Wisdom](https://www.gigaspaces.com/blog/supersede-business-planning-genai-crowd-wisdom)
- [2026 Enterprise AI Trends: What’s Next After the Demo Era](https://www.gigaspaces.com/blog/enterprise-ai-trends)
- [The 6 Best Vector Database Solutions for RAG Applications](https://www.gigaspaces.com/blog/best-vector-database-solutions-for-rag-applications)
- [Don't Get Scrooged: Leveraging AI Data Strategies for a Profitable Holiday Season](https://www.gigaspaces.com/blog/ai-data-strategies-for-holiday-season)
- [From TAG to ATAI: The Rise of Agentic Table-Augmented Intelligence](https://www.gigaspaces.com/blog/rise-of-agentic-table-augmented-intelligence)
- [The 6 Best AI-Powered Database Assistant Tools](https://www.gigaspaces.com/blog/best-ai-powered-database-assistant-tools)
- [How GenAI is Revolutionizing Operational Insights Across Industries](https://www.gigaspaces.com/blog/genai-operational-insights-industries)
- [The Top 7 AI Tools Transforming Supply Chain Operations](https://www.gigaspaces.com/blog/top-ai-supply-chain-tools)
- [BI vs. The Unexpected: Powering Business-as-it-Happens](https://www.gigaspaces.com/blog/bi-vs-unexpected-powering-business-as-it-happens)
- [Top 12 AI Tools for Data Analysis](https://www.gigaspaces.com/blog/top-12-ai-tools-for-data-analysis)
- [From Raw Data to Business Understanding: How Semantic Reasoning Powers GenAI Accuracy](https://www.gigaspaces.com/blog/semantic-reasoning-genai-accuracy)
- [How Does Semantic Caching Enhance LLM Performance?](https://www.gigaspaces.com/blog/semantic-caching-enhance-llm-performance)
- [Bridging the Gap: How RLHF, RAG and Instruction Fine-Tuning Shape the Future of Aligned AI](https://www.gigaspaces.com/blog/rlhf-rag-and-instruction-fine-tuning)
- [Responsible AI: Building Trust Through Alignment and Guardrails](https://www.gigaspaces.com/blog/responsible-ai)
- [Building the Future of Intelligent Systems: The Synergy of AI Databases, Design Patterns, and Reasoning Engines](https://www.gigaspaces.com/blog/ai-databases-design-patterns-reasoning-engines)
- [Will AI Replace You?](https://www.gigaspaces.com/blog/will-ai-replace-you)
- [How Natural Language is Transforming Data Discovery](https://www.gigaspaces.com/blog/natural-language-transforming-data-discovery)
- [Computer Using Agents - CUA Demystified](https://www.gigaspaces.com/blog/computer-using-agents)
- [Enhancing AI Reasoning and Transparency: Exploring Chain of Thought Prompting and Explainable AI](https://www.gigaspaces.com/blog/chain-of-thought-prompting-and-explainable-ai)
- [How Multi-Agentic RAG Benefits Numerous Industries](https://www.gigaspaces.com/blog/multi-agentic-rag-benefits)
- [CAG, TAG or Multi-Agentic RAG? AI Strategies for Querying Structured Enterprise Data](https://www.gigaspaces.com/blog/cag-tag-multi-agentic-rag)
- [Overcoming the Hurdles GenAI Faces in Accessing and Querying Enterprise Data](https://www.gigaspaces.com/blog/gen-ai-querying-enterprise-data)
- [Multimodal RAG: Boosting Search Precision and Relevance](https://www.gigaspaces.com/blog/multimodal-rag-boosting-search-precision-relevance)
- [Why LLMs Need Help for Accurate SQL Generation at Scale](https://www.gigaspaces.com/blog/llms-accurate-sql-generation-at-scale)
- [From RAG to TAG — Document-Centric RAG to Table Augmented Generation](https://www.gigaspaces.com/blog/from-rag-to-tag)
- [From Endless Queries to Instant Insights: Navigating the Build-vs.-Buy Dilemma for Enterprise-Grade RAG](https://www.gigaspaces.com/blog/build-vs-buy-for-enterprise-grade-rag)
- [Operational Data vs. Analytical Data](https://www.gigaspaces.com/blog/operational-data-analytical-data)
- [The Role of AI Agents in Real-Time Risk Detection and Governance](https://www.gigaspaces.com/blog/ai-agents-real-time-risk-detection-governance)
- [Navigating the EU AI Act: Why Real-Time Risk Detection is Essential for Compliance](https://www.gigaspaces.com/blog/eu-ai-act-real-time-risk-detection-compliance)
- [Proactive AI Governance: Real-Time Risk Detection for GenAI and Multi-Agent Systems](https://www.gigaspaces.com/blog/rt-risk-detection-genai-multi-agent-systems)
- [Safely Engage with Structured Data Using Natural Language](https://www.gigaspaces.com/blog/engage-structured-data-using-natural-language)
- [Grounding AI: Connecting AI to Reality](https://www.gigaspaces.com/blog/grounding-ai)
- [3 Strategies to Deliver Real-Time Data Solutions for High-Performance Applications](https://www.gigaspaces.com/blog/deliver-real-time-data-solutions-for-high-performance-applications)
- [3 Approaches to Achieving and Maintaining Data Freshness in Real-Time Environments](https://www.gigaspaces.com/blog/achieving-and-maintaining-data-freshness-in-real-time-environments)
- [Building a Real-Time Trading Platform: Why GigaSpaces Outperforms Redis](https://www.gigaspaces.com/building-a-real-time-trading-platform)
- [The Pros and Cons of RAG Technology for Increasing GenAI Accuracy](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy)
- [Top Confluent Alternatives for Your Data Streaming Requirements](https://www.gigaspaces.com/blog/confluent-alternatives)
- [MongoDB Alternatives - Which One Fits Your Requirements?](https://www.gigaspaces.com/blog/mongodb-alternatives)
- [Data Warehouse vs Data Lake: Which is the Best Data Platform for Digital Channels?](https://www.gigaspaces.com/blog/data-lakes-or-digital-integration-hubs-which-one-is-better-suited-to-solve-the-it-gap)
- [Digital Integration Hub: The Architecture of Digital Transformation](https://www.gigaspaces.com/blog/digital-integration-hub-dih)
- [The Recipe for Scalable, High-Performance Real-Time Applications](https://www.gigaspaces.com/blog/scalable-high-performance-real-time-applications)
- [Thoughts on GraphQL and Why it is Absolutely Essential](https://www.gigaspaces.com/blog/why-graphql-is-essential)
- [Enterprise Data Architecture Transformations Use Cases](https://www.gigaspaces.com/blog/enterprise-data-architecture-transformations)
- [Modern Caching 101: What Is In-Memory Cache, When and How to Use It](https://www.gigaspaces.com/blog/in-memory-cache)
- [Synchronizing Session Data Across Kubernetes Clusters](https://www.gigaspaces.com/blog/synchronizing-session-data-across-kubernetes-clusters)
- [Gartner Hype Cycle season is in full swing! GigaSpaces mentioned  in three 2024 Gartner Hype Cycles](https://www.gigaspaces.com/blog/gartner-hype-cycles-cite-dih)
- [Data Resiliency - Ensuring Continuous Operations](https://www.gigaspaces.com/blog/data-resiliency)
- [In-Memory Computing Technology Innovations](https://www.gigaspaces.com/blog/in-memory-computing-technology)
- [Top 10 In-Memory Computing Platforms of 2024](https://www.gigaspaces.com/blog/top-in-memory-computing-platforms)
- [The Rise of In-Memory Computing](https://www.gigaspaces.com/blog/in-memory-computing)
- [Boost Data Pipeline Creation with New Capabilities in SmartDIH 17.0](https://www.gigaspaces.com/blog/boost-data-pipeline-creation)
- [How to Achieve Ultra Low Latency and Exceptionally High Performance](https://www.gigaspaces.com/blog/how-to-achieve-ultra-low-latency)
- [Ultra Fast Data Processing: In-Memory Data Grids and In Memory Computing](https://www.gigaspaces.com/blog/in-memory-data-grid)
- [The Business Cost of Latency](https://www.gigaspaces.com/blog/cost-of-latency)
- [Accelerating Real-Time Data Processing and Analytics in Cloud Native Apps](https://www.gigaspaces.com/blog/real-time-data-processing-cloud-native-apps)
- [Is Redis the Silver Bullet?](https://www.gigaspaces.com/blog/redis-alternative-for-app-performance)
- [Unlocking the Power of Real Time Data Processing](https://www.gigaspaces.com/blog/power-real-time-data-processing)
- [Engineering Efficiency: Convergence of Application, Platform and Data Engineering](https://www.gigaspaces.com/blog/engineering-efficiency)
- [Digital Integration Hub Architecture: Paving the way to an Agile Data-Driven Environment](https://www.gigaspaces.com/blog/digital-integration-hub-architecture)
- [Embracing Space-Based Architecture: A Developer's Guide](https://www.gigaspaces.com/blog/space-based-architecture)
- [API Integration Tools: Considerations and Use Cases](https://www.gigaspaces.com/blog/api-integration-tools)
- [Rethinking the Cloud Journey: Embracing Cloud Repatriation](https://www.gigaspaces.com/blog/cloud-repatriation)
- [Data Driven Retail to Meet High Digital Demands – Without Replacing Legacy Stacks](https://www.gigaspaces.com/blog/data-driven-retail)
- [The Top 5 Data Integration Tools](https://www.gigaspaces.com/blog/top-data-integration-tools): In this article we discuss the numerous data integration solutions available and how to choose the best solution for your organization
- [5 Top Data Terms](https://www.gigaspaces.com/blog/top-data-terms)
- [Live Risk Prediction Fueled by a Distributed Operational Calculation Engine](https://www.gigaspaces.com/blog/live-risk-prediction): Learn how a live risk result store for live operational intelligence provides the framework for crucial insights that enhance operations.
- [Powering GenAI with Enterprise  Retrieval Augmented Generation (RAG)](https://www.gigaspaces.com/blog/genai-enterprise-retrieval-augmented-generation)
- [From Stalled Growth to Agile Innovation: Unleash Retail's True Potential with Data-Driven Modernization at the Edge](https://www.gigaspaces.com/blog/retail-data-driven-modernization)
- [Strategic Approaches to IT Infrastructure Modernization: Evaluating Custom and Pre-Built ODHs](https://www.gigaspaces.com/blog/it-infrastructure-modernization)
- [What’s In for ‘24 - Real Time Analytics, GenAI (Of Course), and the Revival of Microservices](https://www.gigaspaces.com/blog/data-trends)
- [Real Time Risk Management and Assessment](https://www.gigaspaces.com/blog/real-time-risk-management): Discover how real time risk management is augmented with Java and GigaSpaces technology, powering the processing of large volumes of data with minimal latency.
- [Accelerating the Performance of Cat Models](https://www.gigaspaces.com/blog/cat-models-accelerate-performance)
- [API Scaling vs Application Acceleration Technology: How and Why](https://www.gigaspaces.com/blog/api-scaling-application-acceleration-technology)
- [Streamlining API Spaghetti into a Unified Data Architecture](https://www.gigaspaces.com/blog/streamlining-apis-unified-data-architecture): Read this article to learn how you can liberate your data from silos, so that your modern apps can take advantage of that data
- [Intelligent Applications and Machine Customers: Top Tech Trends](https://www.gigaspaces.com/blog/intelligent-applications)
- [Maximizing Digital Twin Technology with a Data Hub](https://www.gigaspaces.com/blog/maximizing-digital-twin-technology)
- [Revolutionizing Insurance: Meeting Generational Shift with a Data Hub and GenAI](https://www.gigaspaces.com/blog/data-hub-insurance-gen-ai)
- [Delivering Solid Business Outcomes with a Data Analytics Strategy](https://www.gigaspaces.com/blog/data-analytics-strategy): Read this article to learn how to implement a data analytics strategy that can enhance your business success
- [Powering Superb Omnichannel Retail Experiences](https://www.gigaspaces.com/blog/omnichannel-retail-data-hub-architecture): Learn how operational data hub architecture offers the data unification, ultra-fast performance and high availability that powers excellent retail experiences.
- [Incorporating Generative-AI in Enterprise Applications](https://www.gigaspaces.com/blog/incorporating-generative-ai-in-enterprise-applications)
- [Digital Integration Hub among highly beneficial solutions in Gartner’s Hype Cycle for Application Architecture and Integration](https://www.gigaspaces.com/blog/digital-integration-hub-among-highly-beneficial-solutions-in-gartners-hype-cycle-for-application-engineering-and-architecture): Learn about the latest innovations, technologies and solutions in the domain of application and data integration and architecture.
- [Shortening Time to Value with Data Integration](https://www.gigaspaces.com/blog/shortening-time-to-value-with-data-integration)
- [Achieving Data Driven Sustainability](https://www.gigaspaces.com/blog/data-driven-sustainability)
- [What does it take to truly scale APIs?  Hint: it’s not all in the API layer](https://www.gigaspaces.com/blog/scale-api)
- [The Best Approach To Modernizing Over Existing Data Systems Without Disruption](https://www.gigaspaces.com/blog/legacy-modernization-initiatives): Legacy modernization that incorporates an incremental, hybrid approach and incorporates a digital integration hub.
- [Achieving Customer 360 Visibility with Data Driven Services](https://www.gigaspaces.com/blog/customer-360-data-driven-services): Discover how Customer 360 use cases, especially when implemented with an operational data hub, offer organizations a unified view of entities
- [Amazon Found Every 100ms of Latency Cost them 1% in Sales](https://www.gigaspaces.com/blog/amazon-found-every-100ms-of-latency-cost-them-1-in-sales)
- [6 Top Data Architect Events of H2 2023](https://www.gigaspaces.com/blog/data-architect-events): Recommended global data strategy and data analyst conferences for data architects and data engineers in 2023
- [Streamlining Payment Processing System: Embracing Embedded Event-Driven Architecture](https://www.gigaspaces.com/blog/streamlining-payment-processing-system): Efficient and secure payment processing systems are crucial. Embedded event-driven architecture simplifies data flow .
- [Spaghetti is tasty but not when served with application integration solutions](https://www.gigaspaces.com/blog/application-integration-solutions)
- [Protect Your IBM investment in System Z and AS/400 and Develop Modern Digital Services](https://www.gigaspaces.com/blog/ibm-dih-modern-digital-services): Discover how organizations can leverage their IBM systems and utilize modern digital and cloud systems by implementing Smart DIH.
- [Space-Based Architecture Pattern - What and Why](https://www.gigaspaces.com/blog/space-based-data-hub)
- [Using Real Time Data Integration for Better Business Outcomes](https://www.gigaspaces.com/blog/real-time-data-integration)
- [How to Avoid Data Silos in Multi Clouds and Hybrid Cloud Integrations](https://www.gigaspaces.com/blog/hybrid-cloud-integration)
- [Make Data-Driven Services Easy with Efficient Data Pipelines](https://www.gigaspaces.com/blog/creating-data-pipelines)
- [Utilizing open platform design and SQL for data integration and real-time data delivery](https://www.gigaspaces.com/blog/sql-data-integration): SQL extensibility in data architectures provides composability, flexibility and ease of use to data professionals, empowering them.
- [How Open Platform Architecture is Reflected in the Data Hub Digitization Layer](https://www.gigaspaces.com/blog/open-data-hub-architecture): Open platform concepts including SQL, Kafka streaming, Restful microservices which expose OPenAPI contracts enable composability.
- [Integration Architecture: Evolution from ESBs, Data Virtualization and API Management to an Operational Data Hub](https://www.gigaspaces.com/blog/integration-architecture-data-virtualization)
- [How a Next Generation Operational Data Store (ODS) Drives Digital Transformation](https://www.gigaspaces.com/blog/operational-data-store-ods)
- [Implementing a data hub as part of your enterprise data fabric architecture](https://www.gigaspaces.com/blog/enterprise-data-fabric): The data hub concept fits into enterprise data fabric architecture to enable API scaling, cloud migration & modernization over legacy systems.
- [How to Unleash the Full Potential of your iPaaS](https://www.gigaspaces.com/blog/ipaas-dih-performance-availability-scalability)
- [Making SoR Data Readily Available for Business Applications: Challenges and Solutions](https://www.gigaspaces.com/blog/making-sor-data-readily-available-for-business-applications-challenges-and-solutions)
- [How to Achieve ACID Compliance on Distributed, Highly Available Systems](https://www.gigaspaces.com/blog/acid-distributed-transactions)
- [Real-time Data Integration vs. Batch Data Integration](https://www.gigaspaces.com/blog/real-time-data-integration-vs-batch-data-integration): This article explains in detail the differences between real-time data integration and batch data integration so you can determine which is best for you
- [What is Data Fabric? Techniques, Architecture & Best Practices](https://www.gigaspaces.com/blog/what-is-data-fabric)
- [Decoupling: Taking your API integrations to the Next Level](https://www.gigaspaces.com/blog/decoupling-taking-your-api-integrations-to-the-next-level)
- [Top 5 Benefits of A Data Hub Architecture](https://www.gigaspaces.com/blog/data-hub-architecture): In this article, you can find all you need to know about data hub architecture. What it is, what it’s for, its benefits and more.
- [GigaSpaces 16.2.1 - Featuring New Data Integration Tools, and SpaceDeck Control & Command Center](https://www.gigaspaces.com/blog/gigaspaces-16-2-1-featuring-new-data-integration-tools-and-spacedeck-control-command-center): This article explain about the new features of GigaSpaces 16.2.1 - New Data Integration Tools, and SpaceDeck Control & Command Center
- [So, What’s REALLY Hindering your Digital Transformation?](https://www.gigaspaces.com/blog/so-whats-really-hindering-your-digital-transformation)
- [Composable Architecture: Building Blocks for Business Acceleration](https://www.gigaspaces.com/blog/composable-architecture-building-blocks-for-business-acceleration): This articles discusses, in a great detail, composable business, which is an emerging paradigm that resolves the problems inherent in legacy software processes
- [How a Utility Harnessed eRAG to Save Thousands in Penalties and Downtime](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties)
- [How a National Restaurant Chain Saved Thousands and Boosted Profit Margins with eRAG](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag)
- [HPE and GigaSpaces: Unlocking value with data-first modernization](https://www.gigaspaces.com/blog/hpe-and-gigaspaces-unlocking-value-with-data-first-modernization)
- [Optimizing Global Supply Chain with eRAG’s AI-Powered Insights](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights)
- [The AI-First Advantage: How eRAG Empowered a Logistics Company](https://www.gigaspaces.com/case-studies/redefining-global-logistics)
- [How to Accelerate Digital Transformation](https://www.gigaspaces.com/blog/accelerate-digital-transformation): In this article, we'll explain why digital transformation is important and provide some practical strategies for achieving accelerated digital transformation.
- [Unlocking Instant Retail Intelligence to Boost Sales & Optimize Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales)
- [Amanda's New Superpower: Retail Intelligence on the Go with eRAG](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag)
- [From Scrambling to Proactive: Taking Back Control of your Supply Chain in Real Time](https://www.gigaspaces.com/case-studies/taking-control-supply-chain)
- [Responsive Budget & Resource Utilization in Educational Organizations](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources)
- [Using GenAI to Streamline Procurement and Supply Chain Operations](https://www.gigaspaces.com/use-cases/procurement-supply-chain)
- [Enhancing Pharmaceutical Operations with Conversational Data Access: A Quantified Impact](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations)
- [Real Answers, Real Fast: How a School Administrator Took Back Budget Control with eRAG](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control)
- [More Than Just a Sales Call: How One Pharma Rep Uses eRAG to Transform Patient Outcomes and Revenue Streams](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes)
- [Digital Integration Hub - Do It Yourself or Out-of-the-Box? The Best Option for your Data](https://www.gigaspaces.com/blog/digital-integration-hub-do-it-yourself-or-out-of-the-box-the-best-option-for-your-data)
- [IT teams, do you have what it takes? Accelerating digital applications on top of traditional systems](https://www.gigaspaces.com/blog/it-teams-do-you-have-what-it-takes-accelerating-digital-applications-on-top-of-traditional-systems)
- [Elevating customer experience through efficient data management: Why milliseconds matter](https://www.gigaspaces.com/blog/elevating-customer-experience-through-efficient-data-management-why-milliseconds-matter)
- [Modernizing modernization: Why this time it’s different](https://www.gigaspaces.com/blog/modernizing-modernization-why-this-time-its-different)
- [Digital Integration Hub (DIH): A Digital Transformation Game changer](https://www.gigaspaces.com/blog/digital-integration-hub-digital-transformation-game-changer)
- [Financial Institutions & their 4 Transformational Integration Hurdles: Digital Integration Hub to the rescue](https://www.gigaspaces.com/blog/operational-data-store-ods-2): Read about the major transformational integration hurdles of financial Institutions and how to overcome them with the help of a Digital Integration Hub.
- [How Do Chief Digital Officers Promote Transformation? By Rethinking Integration](https://www.gigaspaces.com/blog/how-do-chief-digital-officers-promote-transformation-by-rethinking-integration)
- [How Tried-and-Tested COBOL Underpins Banking & Insurance Digital Transformations](https://www.gigaspaces.com/blog/how-tried-and-tested-cobol-underpins-banking-insurance-digital-transformations): Legacy platforms that run COBOL remain a mainstay across a large swath of private and governmental organizations, especially in the...
- [Why the Shift to Cloud-Native Doesn't Mean Losing Your Legacy Infrastructure Investments](https://www.gigaspaces.com/blog/why-the-shift-to-cloud-native-doesnt-mean-losing-your-legacy-infrastructure-investments): Enterprises in traditional industries have often made significant investments in data centers and server equipment.
- [Making Financial Institutions More Customer-Centric in 2021](https://www.gigaspaces.com/blog/making-financial-institutions-more-customer-centric-in-2021): Legacy systems are outdated but, how can banks conform to the new norm of customer-centric, digitized real-time banking? Our experts weigh in.
- [In Memory Computing and its Key Role in Microservices Architecture](https://www.gigaspaces.com/blog/in-memory-computing-and-its-key-role-in-microservices-architecture)
- [Optimizing the Balance Between Performance and Cost with GigaSpaces v15.8](https://www.gigaspaces.com/blog/optimizing-the-balance-between-performance-and-cost-with-gigaspaces-v15-8): Latest release significantly reduces memory footprint and infrastructure costs, and boosts digital application performance.
- [Is 2021 the Year of the Cloud?](https://www.gigaspaces.com/blog/is-2021-the-year-of-the-cloud): With cloud computing driving digital transformation initiatives, many companies are choosing a hybrid cloud strategy. Learn why in the blog.
- [How to Combat Fraud in Banking](https://www.gigaspaces.com/blog/how-to-combat-fraud-in-banking): Read the blog to learn how banks and other financial instituations are combating fraud and the costs associated with it.
- [How to Get Ready for Black Friday & Cyber Monday - A CTO's Perspective from Roger Forsberg, PriceRunner CTO](https://www.gigaspaces.com/blog/how-to-get-ready-for-black-friday-cyber-monday-pricerunner-cto): Learn how PriceRunner prepared for Black Friday & Cyber Monday and what they recommend doing ahead of the online shopping holiday peaks.
- [Real-Time AI Data Insights Power Smarter Restaurant Growth](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag)
- [Instant Clarity, Instant Savings: How eRAG Helps Utilities Cut SLA Penalties](https://www.gigaspaces.com/use-cases/cut-sla-penalties)
- [The Smart Path to Contract Control & Cost Savings for Utilities](https://www.gigaspaces.com/use-cases/contract-control-cost-savings)
- [The Impact of Covid-19 on TCO, Technology Requirements & Investments](https://www.gigaspaces.com/blog/the-impact-of-covid-19-on-tco-technology-requirements-investments): Learn about how Coronavirus (COVID-19) has impacted TCO, technology requirements & investments
- [Smart Cache for Smart Business Operations: How American Airlines Accelerated Their Dynamic Crew Management Service by 3X](https://www.gigaspaces.com/blog/smart-cache-for-smart-business-operations-how-american-airlines-accelerated-crew-management-service)
- [GigaSpaces InsightEdge is Now Available Through Red Hat Marketplace Worldwide](https://www.gigaspaces.com/blog/gigaspaces-insightedge-is-now-available-through-red-hat-marketplace-worldwide): GigaSpaces is excited to be a part of the Red Hat Marketplace, which is now available to enterprises worldwide. Read more here.
- [Simplifying and Scaling your Hybrid and Multicloud Deployment Strategies with GigaSpaces v15.5](https://www.gigaspaces.com/blog/simplifying-and-scaling-your-hybrid-and-multicloud-deployment-strategies-with-gigaspaces-v15-5): Self-service, automatic microservices deployment on any environment with no downtime. With GigaSpaces Version 15.5.

---


## Answer

- [What limits traditional chatbots when connected to enterprise databases?](https://www.gigaspaces.com/blog/answer/what-limits-traditional-chatbots-when-connected-to-enterprise-databases)
- [What causes RAG hallucinations when LLMs query databases?](https://www.gigaspaces.com/question/what-causes-rag-hallucinations-in-llms-querying-databases)
- [How to use RAG to chat with databases? ](https://www.gigaspaces.com/blog/answer/how-to-use-rag-to-chat-with-databases)
- [What is RAG, and how does it apply to supply chain management?](https://www.gigaspaces.com/question/what-is-rag-and-how-does-it-apply-to-supply-chain-management)
- [How does Feedback Loop enhance RAG in the retail industry?](https://www.gigaspaces.com/blog/answer/how-does-feedback-loop-enhance-rag-in-the-retail-industry)
- [What does it mean to fine-tune reasoning models?](https://www.gigaspaces.com/question/what-does-it-mean-to-fine-tune-reasoning-models)
- [What are the key benefits of using bidirectional retrieval for schema linking?](https://www.gigaspaces.com/question/key-benefits-of-bidirectional-retrieval-for-schema-linking)
- [Can Agentic AI Personalize Experiences by Leveraging Unstructured Enterprise Data?](https://www.gigaspaces.com/question/can-agentic-ai-personalize-experiences-by-leveraging-unstructured-enterprise-data)
- [How does MCP help unify fragmented enterprise data for analytics and real-time operations?](https://www.gigaspaces.com/question/how-does-mcp-help-unify-fragmented-enterprise-data-for-analytics-and-real-time-operations)
- [What are CUAs, and how do they differ from other AI agents? ](https://www.gigaspaces.com/question/what-are-cuas-and-how-do-they-differ-from-other-ai-agents)
- [How Do RAG and AI Agents Differ, and How Do They Overlap? ](https://www.gigaspaces.com/question/how-do-rag-and-ai-agents-differ-and-how-do-they-overlap)
- [How Does a Knowledge Graph Facilitate GraphRAG?](https://www.gigaspaces.com/question/how-does-a-knowledge-graph-facilitate-graphrag)
- [What are the Long-Term Goals and Benefits of Addressing RAG Sprawl?](https://www.gigaspaces.com/question/what-are-the-long-term-goals-and-benefits-of-addressing-rag-sprawl)
- [What Types of Metadata Can Self-Querying RAG Models Use?](https://www.gigaspaces.com/question/what-types-of-metadata-can-self-querying-rag-models-use)
- [How Can Organizations Optimize Their AI Compute Usage?](https://www.gigaspaces.com/question/how-can-organizations-optimize-their-ai-compute-usage)
- [Why Are Hit Rate and MMR Particularly Important for RAG Systems?](https://www.gigaspaces.com/question/why-are-hit-rate-and-mmr-particularly-important-for-rag-systems)
- [What are the Key Challenges in Implementing Real-Time AI Governance?](https://www.gigaspaces.com/question/what-are-the-key-challenges-in-implementing-real-time-ai-governance)
- [Can Sentiment Analysis Be Used for Real-Time Applications?](https://www.gigaspaces.com/question/can-sentiment-analysis-be-used-for-real-time-applications)
- [How Does RAG Evaluation Differ from Agent Evaluation?](https://www.gigaspaces.com/question/how-does-rag-evaluation-differ-from-agent-evaluation)
- [Why Are Masked Language Models Important for RAG?](https://www.gigaspaces.com/question/why-are-masked-language-models-important-for-rag)
- [How Does the Quality of Internal Knowledge Bases Impact RAG Hallucinations?](https://www.gigaspaces.com/question/how-does-the-quality-of-internal-knowledge-bases-impact-rag-hallucinations)
- [What Benefits Does Active RAG Provide for Enterprise Use Cases?](https://www.gigaspaces.com/question/what-benefits-does-active-rag-provide-for-enterprise-use-cases)
- [How Do Feedback Loops Enhance Self-Reflection in AI Agents?](https://www.gigaspaces.com/question/how-do-feedback-loops-enhance-self-reflection-in-ai-agents)
- [When Should You Use RAG vs. Fine-Tuning for Optimal Performance?](https://www.gigaspaces.com/question/when-should-you-use-rag-vs-fine-tuning-for-optimal-performance)
- [What Factors Influence LLM Inference Speed?](https://www.gigaspaces.com/question/what-factors-influence-llm-inference-speed)
- [How Does Self-Querying Retrieval Improve RAG Systems?](https://www.gigaspaces.com/question/how-does-self-querying-retrieval-improve-rag-systems)
- [How Does Real-Time RAG Differ from Traditional RAG?](https://www.gigaspaces.com/question/how-does-real-time-rag-differ-from-traditional-rag)
- [What Are the Key Components of RAG Implementation?](https://www.gigaspaces.com/question/what-are-the-key-components-of-rag-implementation)
- [What Technologies Power Self-Evaluation AI Agents?](https://www.gigaspaces.com/question/what-technologies-power-self-evaluation-ai-agents)
- [How Is Model Alignment Achieved?](https://www.gigaspaces.com/question/how-is-model-alignment-achieved): Discover how model alignment works in LLMs, why it matters, and its role in improving AI accuracy, fairness, and reliability.
- [What challenges might arise during RAG implementation?](https://www.gigaspaces.com/question/rag-implementationmain-challenges-importance)
- [What Are the Common Methods Used to Implement LLM Guardrails?](https://www.gigaspaces.com/question/what-are-the-common-methods-used-to-implement-llm-guardrails)
- [What Types of Datasets Are Used for Instruction Fine-Tuning?](https://www.gigaspaces.com/question/what-is-instruction-fine-tuning-how-it-works)
- [What are Common Techniques for Enhancing AI Explainability?](https://www.gigaspaces.com/question/what-are-common-techniques-for-enhancing-ai-explainability)
- [How Can You Improve RAG Similarity Scores?](https://www.gigaspaces.com/question/how-can-you-improve-rag-similarity-scores-improvement-techniques)
- [What is the Architecture of a RAG System?](https://www.gigaspaces.com/question/what-is-the-architecture-of-a-rag-system)
- [What Are the Common Applications of NLU?](https://www.gigaspaces.com/question/what-are-the-common-applications-of-nlu)
- [Are Long-Context Models Suitable for Real-Time Applications?](https://www.gigaspaces.com/question/are-long-context-models-suitable-for-real-time-applications-gigaspaces-ai)
- [How Do AI Agents Handle Unstructured Data?](https://www.gigaspaces.com/question/how-do-ai-agents-handle-unstructured-data)
- [How to Improve LLM Inference?](https://www.gigaspaces.com/question/how-to-improve-llm-inference)
- [How Does Transformer Architecture Handle Long Sequences of Data?](https://www.gigaspaces.com/question/how-does-transformer-architecture-handle-long-sequences-of-data)
- [Are there Specific Tokenization Strategies for Multilingual LLM](https://www.gigaspaces.com/question/are-there-specific-tokenization-strategies-for-multilingual-llm)
- [How Do Generative Adversarial Networks (GANs) Contribute to Advancements in Unsupervised Learning?](https://www.gigaspaces.com/question/how-generative-adversarial-networks-contribue-to-advancements-in-unsupervised-learning): What are Generative Adversarial Networks (GANs)? Generative Adversarial Networks (GANs) are a type of artificial intelligence (AI) model designed to...
- [What Role Does Prompt Engineering Play in Generative AI?](https://www.gigaspaces.com/question/what-role-does-prompt-engineering-play-in-generative-ai)
- [What Are the Limitations of Connecting LLMs to Source Systems?](https://www.gigaspaces.com/question/limitations-of-connecting-llms-to-source-systems): Explore the challenges of connecting LLMs to source systems, including performance, security, and scalability limitations.
- [What are the problems with data quality in AI?](https://www.gigaspaces.com/question/problems-with-data-quality-in-ai): Discover the challenges of poor data quality in AI, from inaccuracies to biased outputs, and learn how to improve AI performance.
- [What is an AI Database Schema Generator?](https://www.gigaspaces.com/question/ai-database-schema-generator): Learn what an AI database schema generator is, its uses, and process. Automate database design for faster, more accurate schema creation.
- [What is Retrieval-Augmented Generation (RAG), and why is it important for enterprise LLMs?](https://www.gigaspaces.com/question/what-is-retrieval-augmented-generation): Discover what Retrieval-Augmented Generation (RAG) is and why it’s crucial for enhancing enterprise large language models (LLMs).
- [How Does Structured Data Benefit Generative AI?](https://www.gigaspaces.com/question/how-does-structured-data-benefit-generative-ai): Explore how structured data enhances generative AI by improving efficiency, pattern recognition, and decision-making for more accurate outputs.

---


## Case Studies

- [The AI-First Advantage: How eRAG Empowered a Logistics Company](https://www.gigaspaces.com/case_studies/the-ai-first-advantage-how-erag-empowered-a-logistics-company)
- [Taking Back Control of your Supply Chain in Real Time with eRAG](https://www.gigaspaces.com/case_studies/taking-back-control-of-your-supply-chain-in-real-time)
- [How One School Leader Transformed Budget Oversight with eRAG](https://www.gigaspaces.com/case_studies/how-one-school-leader-transformed-budget-oversight-with-erag)
- [How a Pharma Rep Leveraged eRAG for Dual Impact](https://www.gigaspaces.com/case_studies/how-a-pharma-rep-leveraged-erag-for-dual-impact)
- [Retail Intelligence on the Go with eRAG](https://www.gigaspaces.com/case_studies/retail-intelligence-on-the-go-with-erag)
- [Achieving Operational Efficiency Through Data Hub Architecture at a Leading Global Retailer](https://www.gigaspaces.com/case_studies/a-leading-global-retailer-achieving-operational-efficiency)
- [The PSA Groupe dramatically improves digital performance and compliance](https://www.gigaspaces.com/case_studies/psa-groupe): Read this case study to learn how the PSA Groupe dramatically improves digital performance and compliance
- [US Fortune 100 Financial Firm Achieves Real-Time Risk Monitoring and Analysis](https://www.gigaspaces.com/case_studies/us-fortune-100-financial-firm-achieves-real-time-risk-monitoring-and-analysis): Read more about "US Fortune 100 Financial Firm Achieves Real-Time Risk Monitoring and Analysis" in our case studies.
- [Video: A UK Insurance Company delivers omnichannel experience through multiple digital touchpoints](https://www.gigaspaces.com/case_studies/video-a-uk-insurance-company-delivers-omnichannel-experience-through-multiple-digital-touchpoints): Video: a uk insurance company delivers omnichannel experience through multiple digital touchpoints, watch it now.
- [Video: A European provider of Real-Time Rail Operations modernizes its data infrastructure](https://www.gigaspaces.com/case_studies/video-a-european-provider-of-real-time-rail-operations-modernizes-its-data-infrastructure): Video: A European provider of Real-Time Rail Operations modernizes its data infrastructure. Watch now in our website.
- [Video: A manufactoring company simplifies its data architecture and improves efficiency](https://www.gigaspaces.com/case_studies/a-manufactoring-company-simplifies-its-data-architecture-and-improves-efficiency): Watch now our video about 'A manufactoring company simplifies its data architecture and improves efficiency" in our case studies.
- [Video: Speeding up digital services for a leading retailer](https://www.gigaspaces.com/case_studies/speeding-up-digital-services-for-a-leading-retailer): Watch now the video "Speeding up digital services for a leading retailer" in our case studies section and learn more about our solution.
- [Video: Tier-1 University uses Smart DIH to provide a frictionless digital experience](https://www.gigaspaces.com/case_studies/tier-1-univesity-uses-smart-dih-to-provide-a-frictionless-digital-experience-to-its-students): Watch here the video about "Tier-1 University uses Smart DIH to provide a frictionless digital experience". Click to watch.
- [Video: Bank Leumi reimagines its data achitecture to offer cutting-edge digital experiences](https://www.gigaspaces.com/case_studies/bank-leumi-reimagines-its-data-achitecture-to-offer-cutting-edge-digital-experiences): What our video about "Video: Bank Leumi reimagines its data achitecture to offer cutting-edge digital experiences" here in our website.
- [Perfecting Digital Banking](https://www.gigaspaces.com/case_studies/avanza-bank-case-study): This case study discusses how PriceRunner, provides consumers impartial, real-time comparisons, and how they support high peak periods
- [Worldwide Real-Time Data Replication for Investment Trading](https://www.gigaspaces.com/case_studies/worldwide-real-time-data-replication-for-investment-trading): This customer was looking for a caching and data replication platform to put underneath their Oracle solution and build platform services.
- [Societe Generale Boosts its Trading Platform With Real-Time Global Data Replication](https://www.gigaspaces.com/case_studies/fast-data-access-to-global-etrading-data-for-risk-management-and-regulation): Needed to run a credit check before a trade with a counterpart occurs, in order to guarantee that the counterparty has enough limit to trade.
- [Instant Payments for Real-Time Transactions](https://www.gigaspaces.com/case_studies/instant-payments-for-real-time-transactions): This bank required an instant payment service to process payment transactions in real-time and ensure the highest levels of reliability

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## Webinars

- [The CIO's Guide to ChatGPT 5.2](https://go.gigaspaces.com/the-cios-guide-to-chatgpt-5.2)
- [How GenAI, Data & Crowd Wisdom Are Making Business Planning Obsolete](https://www.gigaspaces.com/webinars/how-genai-data-crowd-wisdom-are-making-business-planning-obsolete)
- [Don’t get Scrooged: AI Data Strategies for a Profitable Holiday Season](https://www.gigaspaces.com/webinars/dont-get-scrooged-ai-data-strategies-for-a-profitable-holiday-season)
- [ChatGPT with Your Databases: The Debut!](https://www.gigaspaces.com/webinars/chatgpt-with-your-databases-the-debut)
- [Unlock 85% Faster Insights with Chat GPT & Operational Data. Learn How](https://www.gigaspaces.com/webinars/unlock-85-faster-insights-with-chat-gpt-operational-data-learn-how)
- [Monkey See, AI Do: How Agents Learn by Watching and Doing](https://www.gigaspaces.com/webinars/monkey-see-ai-do-how-agents-learn-by-watching-and-doing-2)
- [From RAG to TAG: New approaches to unlocking the value of structured data with GenAI in the enterprise](https://www.gigaspaces.com/webinars/from-rag-to-tag-new-approaches-to-unlocking-the-value-of-structured-data-with-genai-in-the-enterprise)
- [Why Conventional RAG Falls Short in Handling Structured Enterprise Data](https://www.gigaspaces.com/webinars/why-conventional-rag-falls-short-in-handling-structured-enterprise-data): In this webinar, explore how your organization can unlock the power of your structured data for GenAI.
- [Cooking Up Success:  The Recipe for Scalable, High-Performance Real-Time Applications](https://www.gigaspaces.com/webinars/cooking-up-success-the-recipe-for-scalable-high-performance-real-time-applications): We’ll reveal our “secret sauce” on how to ensure scalability, superb performance and data consistency in operational workloads.
- [Unleashing the power of data APIs to drive application modernization](https://www.gigaspaces.com/webinars/unleashing-the-power-of-data-apis-to-drive-application-modernization): Hear how by implementing GigaSpaces Digital Integration Hub, Comtec increases data agility and is able to better respond to customer demands
- [Meeting Today’s Digital Demands – Without Replacing Your Legacy Stack](https://www.gigaspaces.com/webinars/meeting-todays-digital-demands-without-replacing-your-legacy-stack): Join this session and learn why Gartner has positioned DIH as the new emerging architecture to address the complexity of traditional request-based approaches
- [Data Trends That Will Shape Your Business Strategy in 2024](https://www.gigaspaces.com/webinars/data-trends-that-will-shape-your-business-strategy-in-2024): Join us for a fireside chat that will put a spotlight on the themes that are projected to become boardroom hot topics in 2024
- [Building a Digital Thread, the Right Way: Making Better Data-Driven Decisions in Manufacturing Environments](https://www.gigaspaces.com/webinars/building-a-digital-thread-the-right-way-making-better-data-driven-decisions-in-manufacturing-environments): Join us to see how building a Digital Thread with an Operational Data Hub enables you to better address a host of manufacturing use cases
- [Developing Modern Digital Services Over Your Existing Legacy Systems](https://www.gigaspaces.com/webinars/developing-modern-digital-services-over-your-existing-ibm-z-system-as-400): This webinar introduces Smart DIH, and shows how enterprises using it can develop & deploy a surge of new digital services on top of IBM Z and AS/400 systems at a rapid pace.
- [Digital Transformation - The Next Generation: 5 Top Use Cases for Driving Business with Data Hub Architecture](https://www.gigaspaces.com/webinars/digital-transformation-the-next-generation-5-top-use-cases-for-driving-business-with-data-hub-architecture): Learn how enterprises manage their existing data architecture to meet the business requirements of accelerating digital applications
- [Creating business processes over legacy systems as much as 10x faster than today](https://www.gigaspaces.com/webinars/creating-business-processes-over-legacy-systems-as-much-as-10x-faster-than-today): In this webinar we will unveil a Digital Acceleration Hub (DAH) – a joint solution developed by Wix, IBM, and GigaSpaces designed to rapidly create digital processes.
- [Going Beyond 360° Data](https://www.gigaspaces.com/webinars/going-beyond-360-data): In this webinar you will learn about the data architecture that can support going beyond a 360° view
- [A Game Changer in Digital Application Architecture](https://www.gigaspaces.com/webinars/a-game-changer-in-digital-application-architecture): In this webinar, we will look at DIH and how it can address the challenge of distributing fresh data to business applications.
- [5 things you should know for scaling up your data architecture](https://www.gigaspaces.com/webinars/5-things-you-should-know-for-scaling-up-your-data-architecture): This webinar will shed light on the challenges that data architects, DB admins and digital apps leaders face meeting demands for serving business applications with real-time data.
- [2022 IT Trends: Accelerating Digital Applications on Top of Traditional Systems](https://www.gigaspaces.com/webinars/2022-it-trends-accelerating-digital-applications-on-top-of-traditional-systems): In this webinar, we share findings from a wide-scale survey conducted by IBM Institute for Business Value, covering hundreds of IT executives around the world, pointing out the challenges of accelerating digital applications while constantly ramping up the organization’s digital transformation.
- [Challenging Conventional IT Architecture: Introducing Smart DIH](https://www.gigaspaces.com/webinars/challenging-conventional-it-architecture-introducing-smart-dih-emea): Watch our VP Product, Eti Gwirtz, as she walks us through this new architecture paradigm, how DIH decouples digital applications from systems of record and strategies to implement a DIH architecture in your enterprise.
- [AI in Production: Combatting Banking Fraud in Real-Time](https://www.gigaspaces.com/webinars/ai-in-production-combatting-banking-fraud-in-real-time): Join the webinar to learn how banks can save a whopping $447 billion with the use of AI by 2023.
- [The Secret of Smart Cache: Unparalleled Speed & Scale for Your Digital Applications](https://www.gigaspaces.com/webinars/the-secret-of-smart-cache-unparalleled-speed-scale-for-your-digital-applications): Learn why a smart caching layer is key for enterprises looking to boost application performance and solve scalability challenges.
- [Digital Transformation in Financial Institutions - Getting it Right with Avanza Bank](https://www.gigaspaces.com/webinars/digital-transformation-in-financial-institutions-getting-it-right-with-avanza-bank): Join us on November 23rd to discuss how you can overcome the architectural challenges that result in slow performance and failure to scale.
- [IMC Summit: Building a Successful Hybrid & Multi-Cloud Strategy with an In-Memory Data Fabric](https://www.gigaspaces.com/webinars/imc-summit-building-a-successful-hybrid-multi-cloud-strategy-with-an-in-memory-data-fabric): Learn how you can build an architecture to facilitate & simplify complex multi-environment deployments for real-time processing & analytics.
- [IMC Summit: How to Perfect Your Legacy Strategy](https://www.gigaspaces.com/webinars/how-to-perfect-your-legacy-strategy-a-mainframe-modernization-case-study): The session includes a real-life case study of Groupe PSA and how they successfully offloaded over 90% of queries from their mainframe.
- [How to Perfect Your Legacy Strategy with OpenLegacy & GigaSpaces](https://www.gigaspaces.com/webinars/how-to-perfect-your-legacy-strategy-with-openlegacy-gigaspaces): Join us on September 22nd at 3 PM to discuss how to modernize & optimize your legacy infrastructure by leveraging microservices and reducing overall TCO.
- [Seamlessly Access your Data in Real-time Across Complex Hybrid Environments - An FSI Case Study](https://www.gigaspaces.com/webinars/seamlessly-access-data-in-real-time-across-complex-hybrid-environments): Join us for a LIVE webinar, presenting a an FSI case study on how a global Insurance company is seamlessly accessing data in real-time across complex hybrid environments
- [A Modern Microservices Approach for the Future of FinTech](https://www.gigaspaces.com/webinars/modern-microservices-approach-future-of-fintech-webinar): Watch this on-demand webinar that discusses how banks are turning to a Microservices approach to reshape banking and fintech.
- [How to Perfect Your Legacy Strategy with OpenLegacy and GigaSpaces](https://www.gigaspaces.com/webinars/mainframe-webinar-2): Attend this panel discussion to hear from data & analytics technology experts OpenLegacy and GigaSpaces about how to perfect your legacy strategy. RSVP now.
- [Real-time Analytics Just Became Real](https://www.gigaspaces.com/webinars/real-time-analytics-just-became-real): Watch our on-demand webinar with Capgemini as we discuss enterprises’ needs for real-time analytics and ML for multiple applications across industries.
- [Into the Unknown: The Impact of COVID-19 on Technology Requirements and Investments](https://www.gigaspaces.com/webinars/into-the-unknown-the-impact-of-covid-19-on-technology-requirements-and-investments): Join us for a LIVE panel with in-memory computing and Cloud experts from Capgemini, IT consultant company SO4IT and GigaSpaces to discuss current business and technology challenges and learn how you can optimally address today's and tomorrow's challenges.
- [American Airlines - How to get your customers to say "AMAZING" with a  state-of the-art hybrid Microservices network](https://www.gigaspaces.com/webinars/american-airlines-how-to-get-your-customers-to-say-amazing-with-a-state-of-the-art-hybrid-microservices-network): Webinar: March 18, 2020 | 10:00 AM EST Speakers: BRET PARK Operations Technology Lead American Airlines YOAV EINAV VP Product...
- [PSA Groupe/Capgemini - PSA Smartcache, a calculation of CO2 emissions (WLTP) hub, powered by GigaSpaces](https://www.gigaspaces.com/webinars/psa-smartcache-a-calculation-of-co2-emissions-wltp-hub-powered-by-gigaspaces): Join Capgemini-Groupe PSA and GigaSpaces for an on-demand webinar as we discuss how the emergence of new computing paradigms characterized...
- [GigaSpaces Cloud  - The Speed of In-Memory, Real-Time Analytics and the Scale of the Cloud in Just One-Click](https://www.gigaspaces.com/webinars/gigaspaces-cloud-webinar): GigaSpaces invites you to a webinar on the benefits of GigaSpaces InsightEdge Platform as a managed service on Google Cloud...

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## Use Cases

- [Elevating Customer Loyalty Programs Through Digital Transformation](https://www.gigaspaces.com/use_cases/elevating-customer-loyalty-programs-through-digital-transformation): Overcoming cumbersome systems of record to create added value to the customers (and simultaneously, new revenue streams)
- [Digital Innovation Acceleration](https://www.gigaspaces.com/use_cases/digital-innovation-acceleration): Build and launch digital applications faster than ever before, meeting market demand and delivering a frictionless user experience
- [Customer 360](https://www.gigaspaces.com/use_cases/customer-360): Make effective use of the immense data stored across siloed systems of record, to create a complete view of each of your customers, personalizing your offerings
- [API Scaling](https://www.gigaspaces.com/use_cases/application-acceleration): Increase application performance and reduce latency without having to decommission your existing database, by adding a Smart Cache layer

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## Videos New

- [How to Optimize your Global Supply Chain with eRAG's AI Powered Insights](https://www.gigaspaces.com/new_videos/how-to-optimize-your-global-supply-chain-with-erags-aipowered-insights)
- [See eRAG in Action](https://www.gigaspaces.com/new_videos/see-erag-in-action-demo)
- [Data Freshness: Guarantee data is always fresh & available](https://www.gigaspaces.com/new_videos/smart-dih-consistency): SmartDIH allows you to guarantee data is always fresh and available
- [Any App. Any Data. One Simple Hub](https://www.gigaspaces.com/new_videos/smart-dih-flexibility): SmartDIH allows you to develop SQL services using low-code in minutes, yet allows you to develop your own proprietary custom Java services
- [GigaSpaces Partner Testimonial: Capgemini](https://www.gigaspaces.com/new_videos/partner-testimonial-senior-digital-transformation-manager-capgemini): Capgemini assist many enterprises in their digital transformation journey. See how SmartDIH assist in the process
- [Levler: Powering trading operations](https://www.gigaspaces.com/new_videos/levler-powering-trading-operations): Discover how GigaSpaces powers the order management system for Levler, a fully digital Swedish bank.
- [A sneak peek into Smart DIH](https://www.gigaspaces.com/new_videos/sneak-peek-into-smart-dih): Watch this video to see how you can set up connections and pipelines, turning data into accessible APIs within minutes!
- [PriceRunner: Driving business with millions of concurrent price comparisons](https://www.gigaspaces.com/new_videos/pricerunner-driving-business-with-millions-of-concurrent-price-comparisons): See how GigaSpaces' API Scaling and collocated business logic and data enable PriceRunner to instantly predict price and more.
- [Smart DIH Explainer Video](https://www.gigaspaces.com/new_videos/smart-dih-explainer-video): Watch this video to learn more on what is Smart DIH, its use cases, benefits and more, as described by our partner Data Sciences
- [GigaSpaces partner testimonial: Data Sciences](https://www.gigaspaces.com/new_videos/data-hub-architecture-video): Watch this video for a sneak peek into our revolutionary architecture and a live demo that will change the way you think about data.
- [Building A Digital Thread, The Right Way: Making Better Data-driven Decisions In Manufacturing Environments](https://www.gigaspaces.com/new_videos/building-a-digital-thread-the-right-way-making-better-data-driven-decisions-in-manufacturing-environments): Watch this webinar to see how a joint approach enables you to better address a host of manufacturing use cases
- [Societe Generale: Turbocharging and unifying data access for SocGen’s mission critical global trading platform](https://www.gigaspaces.com/new_videos/societe-generale-turbocharging-and-unifying-data-access-for-socgens-mission-critical-global-trading-platform):   Watch and learn how Soc Gen doubled the release of new applications, met their SLA of 99.999% and improved credit check performance
- [US Fortune 100 Financial Firm Achieves Real-Time Risk Monitoring and Analysis](https://www.gigaspaces.com/new_videos/us-fortune-100-firm-achieves-real-time-risk-monitoring-and-analysis): The firm needed an interactive web-based risk analysis dashboard for its equities trading business. They chose GigaSpaces.
- [UK Insurance Company delivers omnichannel experience through multiple touchpoints](https://www.gigaspaces.com/new_videos/video-a-uk-insurance-company-delivers-omnichannel-experience-through-multiple-digital-touchpoints): See how this British insurance company improves customer experience with competitive, personalized services by launching Smart DIH.
- [European provider of Real-Time Rail Operations modernizes its data infrastructure](https://www.gigaspaces.com/new_videos/european-provider-of-real-time-rail-operations-modernizes-its-data-infrastructure): Complying with EU rail safety standards requires processing vast amounts of data. In order to meet these requirements.
- [Smart DIH Demo: Integration with OpenShift using DevOps automations](https://www.gigaspaces.com/new_videos/dih-demo-integration-with-openshift-using-devops-automations): Watch our video about "Smart DIH Demo: Integration with OpenShift using DevOps automations" in our case studies section.
- [Smart DIH Demo: Ingesting data using the management console](https://www.gigaspaces.com/new_videos/dih-demo-ingesting-data-using-the-management-console): Watch the video about Smart DIH Demo: Ingesting data using the management console in our website and find more about us.
- [Smart DIH Demo: Using Google Apigee to consume data from DB2](https://www.gigaspaces.com/new_videos/dih-demo-using-google-apigee-to-consume-data-from-db2): Watch our video "Smart DIH Demo: Using Google Apigee to consume data from DB2" in our case studies section and learn more about our solution.
- [Intro to the GigaSpaces Smart Digital Integration Hub (DIH)](https://www.gigaspaces.com/new_videos/intro-to-the-gigaspaces-smart-digital-integration-hub-dih): What are the core foundations of Smart DIH, and how does it help enterprises drive business and accelerate digital innovation? Click to watch
- [European manufacturing company simplifies its data architecture and improves efficiency](https://www.gigaspaces.com/new_videos/a-manufactoring-company-simplifies-its-data-architecture-and-improves-efficiency): See how this manufacturer uses Smart DIH to consolidate data from a large span of industrial systems and edge devices.
- [Digital Transformation for Leumi, One of Israel’s Leading Banks](https://www.gigaspaces.com/new_videos/digital-transformation-for-leumi-one-of-israels-leading-banks): See how Bank Leumi reimagines its data architecture to offer cutting-edge digital experience and comply with open banking regulations.
- [Tier-1 University uses Smart DIH to provide a frictionless digital experience](https://www.gigaspaces.com/new_videos/tier-1-university-uses-smart-dih-to-provide-a-frictionless-digital-experience): Facing growing competition over student experience from private, well-funded academic institutions, this university offered a digital shop

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