{"id":75548,"date":"2026-05-08T07:04:13","date_gmt":"2026-05-08T07:04:13","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=75548"},"modified":"2026-05-08T07:04:15","modified_gmt":"2026-05-08T07:04:15","slug":"top-10-online-feature-store-platforms-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-online-feature-store-platforms-features-pros-cons-comparison\/","title":{"rendered":"Top 10 Online Feature Store Platforms: Features, Pros, Cons & Comparison"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

Introduction<\/h2>\n\n\n\n

Online Feature Store Platforms are systems designed to store, serve, and manage machine learning features for real\u2011time and batch inference. These platforms provide low\u2011latency access to features used by models in production, ensuring consistency between training and serving environments, reducing feature engineering duplication, and improving model performance and reliability. Online feature stores handle versioning, transformations, metadata, access controls, and scalability needs across diverse ML workloads.<\/p>\n\n\n\n

In modern ML systems, online feature stores are essential for real\u2011time use cases such as personalized recommendations, fraud detection, dynamic pricing, chatbots, and predictive maintenance. They ensure that the same feature logic used during model training is available at inference time, reduce data drift, and support high throughput with minimal latency.<\/p>\n\n\n\n

When evaluating online feature store platforms, buyers should focus on ingestion and transformation capabilities, API performance, real\u2011time vs batch serving, consistency, scalability, governance, security, observability, integration with data infrastructure, and support for multiple compute engines.<\/p>\n\n\n\n

Best for:<\/strong> data science and ML teams deploying real\u2011time models at scale, platform teams standardizing feature logic across systems
Not ideal for:<\/strong> teams only doing offline batch scoring without real\u2011time needs or those relying solely on embedded feature logic<\/p>\n\n\n\n

\n\n\n\n

What\u2019s Changed in Online Feature Store Platforms<\/h2>\n\n\n\n
    \n
  • Standardization of feature definitions across training and serving<\/li>\n\n\n\n
  • Real\u2011time ingestion and low\u2011latency serving<\/li>\n\n\n\n
  • Support for multi\u2011cloud and hybrid environments<\/li>\n\n\n\n
  • Built\u2011in transformation and feature engineering libraries<\/li>\n\n\n\n
  • Versioning and lineage tracking for feature sets<\/li>\n\n\n\n
  • Integration with streaming data sources<\/li>\n\n\n\n
  • Observability dashboards for feature usage and latency<\/li>\n\n\n\n
  • Security and access controls for feature access<\/li>\n\n\n\n
  • Cost and performance optimization<\/li>\n\n\n\n
  • Tighter integration with ML pipelines and workflows<\/li>\n\n\n\n
  • Automated freshness and consistency checks<\/li>\n\n\n\n
  • Support for online and batch feature retrieval<\/li>\n<\/ul>\n\n\n\n
    \n\n\n\n

    Quick Buyer Checklist<\/h2>\n\n\n\n
      \n
    • Real\u2011time feature serving with low latency<\/li>\n\n\n\n
    • Batch feature export and training support<\/li>\n\n\n\n
    • Feature versioning and lineage<\/li>\n\n\n\n
    • Data transformation and enrichment<\/li>\n\n\n\n
    • Integration with streaming data sources<\/li>\n\n\n\n
    • Access control and governance<\/li>\n\n\n\n
    • Observability and metrics<\/li>\n\n\n\n
    • Consistency between training and serving<\/li>\n\n\n\n
    • Scalability and multi\u2011tenant support<\/li>\n\n\n\n
    • Cost efficiency and performance<\/li>\n<\/ul>\n\n\n\n
      \n\n\n\n

      Top 10 Online Feature Store Platforms<\/h2>\n\n\n\n

      1 \u2014 Feast<\/h3>\n\n\n\n

      One\u2011line verdict:<\/strong> Best open\u2011source framework for consistent training and serving across environments.<\/p>\n\n\n\n

      Short description:<\/strong> Feast is a feature store that standardizes feature definition and ensures consistent serving for real\u2011time and batch ML workloads.<\/p>\n\n\n\n

      Standout Capabilities<\/h4>\n\n\n\n
        \n
      • Unified feature definitions<\/li>\n\n\n\n
      • Low\u2011latency online API<\/li>\n\n\n\n
      • Batch export for training<\/li>\n\n\n\n
      • Metadata and lineage<\/li>\n\n\n\n
      • Streaming ingestion<\/li>\n<\/ul>\n\n\n\n

        AI\u2011Specific Depth<\/h4>\n\n\n\n
          \n
        • Model support:<\/strong> Framework\u2011agnostic<\/li>\n\n\n\n
        • RAG \/ knowledge integration:<\/strong> N\/A<\/li>\n\n\n\n
        • Evaluation:<\/strong> Feature correctness tests<\/li>\n\n\n\n
        • Guardrails:<\/strong> Access controls<\/li>\n\n\n\n
        • Observability:<\/strong> Metrics dashboards<\/li>\n<\/ul>\n\n\n\n

          Pros<\/h4>\n\n\n\n
            \n
          • Framework\u2011agnostic<\/li>\n\n\n\n
          • Strong community support<\/li>\n\n\n\n
          • Real\u2011time + batch features<\/li>\n<\/ul>\n\n\n\n

            Cons<\/h4>\n\n\n\n
              \n
            • Requires infrastructure setup<\/li>\n\n\n\n
            • Governance features basic<\/li>\n\n\n\n
            • Enterprise integrations require plugins<\/li>\n<\/ul>\n\n\n\n

              Security & Compliance<\/h4>\n\n\n\n
                \n
              • RBAC, encryption<\/li>\n\n\n\n
              • Certifications: Not publicly stated<\/li>\n<\/ul>\n\n\n\n

                Deployment & Platforms<\/h4>\n\n\n\n
                  \n
                • Cloud \/ On\u2011prem \/ Hybrid<\/li>\n<\/ul>\n\n\n\n

                  Integrations & Ecosystem<\/h4>\n\n\n\n
                    \n
                  • Kafka\/streaming<\/li>\n\n\n\n
                  • Data storage systems<\/li>\n\n\n\n
                  • ML pipelines<\/li>\n<\/ul>\n\n\n\n

                    Pricing Model<\/h4>\n\n\n\n

                    Open\u2011source \/ enterprise extensions<\/p>\n\n\n\n

                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                      \n
                    • Standardized pipelines<\/li>\n\n\n\n
                    • Real\u2011time personalization<\/li>\n\n\n\n
                    • ML platform unification<\/li>\n<\/ul>\n\n\n\n
                      \n\n\n\n

                      2 \u2014 Tecton<\/h3>\n\n\n\n

                      One\u2011line verdict:<\/strong> Enterprise feature platform with powerful transformations and governance.<\/p>\n\n\n\n

                      Short description:<\/strong> Tecton provides a full feature platform with real\u2011time serving, transformation engine, and governance controls for enterprise ML.<\/p>\n\n\n\n

                      Standout Capabilities<\/h4>\n\n\n\n
                        \n
                      • Real\u2011time feature pipelines<\/li>\n\n\n\n
                      • Transformations as code<\/li>\n\n\n\n
                      • Monitoring and lineage<\/li>\n\n\n\n
                      • Feature discovery<\/li>\n\n\n\n
                      • Audit trails<\/li>\n<\/ul>\n\n\n\n

                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                          \n
                        • Model support:<\/strong> Framework agnostic<\/li>\n\n\n\n
                        • RAG \/ knowledge integration:<\/strong> Custom connectors<\/li>\n\n\n\n
                        • Evaluation:<\/strong> Drift and correctness monitoring<\/li>\n\n\n\n
                        • Guardrails:<\/strong> RBAC and policy rules<\/li>\n\n\n\n
                        • Observability:<\/strong> Dashboards<\/li>\n<\/ul>\n\n\n\n

                          Pros<\/h4>\n\n\n\n
                            \n
                          • Enterprise\u2011ready<\/li>\n\n\n\n
                          • Feature discovery<\/li>\n\n\n\n
                          • Real\u2011time transformations<\/li>\n<\/ul>\n\n\n\n

                            Cons<\/h4>\n\n\n\n
                              \n
                            • Premium pricing<\/li>\n\n\n\n
                            • Requires onboarding<\/li>\n\n\n\n
                            • Less flexible for small teams<\/li>\n<\/ul>\n\n\n\n

                              Security & Compliance<\/h4>\n\n\n\n
                                \n
                              • SSO, RBAC, encryption<\/li>\n\n\n\n
                              • Certifications: Varies<\/li>\n<\/ul>\n\n\n\n

                                Deployment & Platforms<\/h4>\n\n\n\n
                                  \n
                                • Cloud \/ Hybrid<\/li>\n<\/ul>\n\n\n\n

                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                    \n
                                  • Data warehouses<\/li>\n\n\n\n
                                  • Streaming systems<\/li>\n\n\n\n
                                  • ML orchestrators<\/li>\n<\/ul>\n\n\n\n

                                    Pricing Model<\/h4>\n\n\n\n

                                    Enterprise subscription<\/p>\n\n\n\n

                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                      \n
                                    • Regulated industries<\/li>\n\n\n\n
                                    • Large ML fleets<\/li>\n\n\n\n
                                    • Governed workflows<\/li>\n<\/ul>\n\n\n\n
                                      \n\n\n\n

                                      3 \u2014 Hopsworks Feature Store<\/h3>\n\n\n\n

                                      One\u2011line verdict:<\/strong> Integrated feature store with strong metadata and governance support.<\/p>\n\n\n\n

                                      Short description:<\/strong> Hopsworks Feature Store combines both online and offline feature serving with rich metadata and governance.<\/p>\n\n\n\n

                                      Standout Capabilities<\/h4>\n\n\n\n
                                        \n
                                      • Unified online\/offline store<\/li>\n\n\n\n
                                      • Schema and lineage tracking<\/li>\n\n\n\n
                                      • Real\u2011time API<\/li>\n\n\n\n
                                      • Feature versioning<\/li>\n\n\n\n
                                      • Governance portal<\/li>\n<\/ul>\n\n\n\n

                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                          \n
                                        • Model support:<\/strong> Multi\u2011framework<\/li>\n\n\n\n
                                        • RAG \/ knowledge integration:<\/strong> N\/A<\/li>\n\n\n\n
                                        • Evaluation:<\/strong> Lineage validation<\/li>\n\n\n\n
                                        • Guardrails:<\/strong> Access policies<\/li>\n\n\n\n
                                        • Observability:<\/strong> Metrics<\/li>\n<\/ul>\n\n\n\n

                                          Pros<\/h4>\n\n\n\n
                                            \n
                                          • Strong governance<\/li>\n\n\n\n
                                          • Unified offline\/online<\/li>\n\n\n\n
                                          • Metadata visibility<\/li>\n<\/ul>\n\n\n\n

                                            Cons<\/h4>\n\n\n\n
                                              \n
                                            • Requires setup<\/li>\n\n\n\n
                                            • UI complexity<\/li>\n\n\n\n
                                            • Enterprise licensing for some features<\/li>\n<\/ul>\n\n\n\n

                                              Security & Compliance<\/h4>\n\n\n\n
                                                \n
                                              • RBAC, encryption<\/li>\n\n\n\n
                                              • Certifications: Varies<\/li>\n<\/ul>\n\n\n\n

                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                  \n
                                                • Cloud \/ On\u2011prem<\/li>\n<\/ul>\n\n\n\n

                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                    \n
                                                  • Data pipelines<\/li>\n\n\n\n
                                                  • ML workflows<\/li>\n\n\n\n
                                                  • Feature discovery tools<\/li>\n<\/ul>\n\n\n\n

                                                    Pricing Model<\/h4>\n\n\n\n

                                                    Enterprise + open\u2011source<\/p>\n\n\n\n

                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                      \n
                                                    • Governed feature management<\/li>\n\n\n\n
                                                    • Large teams<\/li>\n\n\n\n
                                                    • Hybrid deployments<\/li>\n<\/ul>\n\n\n\n
                                                      \n\n\n\n

                                                      4 \u2014 Databricks Feature Store<\/h3>\n\n\n\n

                                                      One\u2011line verdict:<\/strong> Best for Databricks users needing integrated feature sharing.<\/p>\n\n\n\n

                                                      Short description:<\/strong> Databricks Feature Store provides serving for features within the Databricks ecosystem, enabling real\u2011time and batch use.<\/p>\n\n\n\n

                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                        \n
                                                      • Integration with Databricks notebooks<\/li>\n\n\n\n
                                                      • Real\u2011time and batch APIs<\/li>\n\n\n\n
                                                      • Feature lineage<\/li>\n\n\n\n
                                                      • Central registry<\/li>\n\n\n\n
                                                      • Unified compute<\/li>\n<\/ul>\n\n\n\n

                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                          \n
                                                        • Model support:<\/strong> Multi\u2011framework<\/li>\n\n\n\n
                                                        • RAG \/ knowledge integration:<\/strong> Custom data sources<\/li>\n\n\n\n
                                                        • Evaluation:<\/strong> Data quality checks<\/li>\n\n\n\n
                                                        • Guardrails:<\/strong> Access control<\/li>\n\n\n\n
                                                        • Observability:<\/strong> Usage metrics<\/li>\n<\/ul>\n\n\n\n

                                                          Pros<\/h4>\n\n\n\n
                                                            \n
                                                          • Deep Databricks integration<\/li>\n\n\n\n
                                                          • Unified notebooks to deployment<\/li>\n\n\n\n
                                                          • Easy governance<\/li>\n<\/ul>\n\n\n\n

                                                            Cons<\/h4>\n\n\n\n
                                                              \n
                                                            • Best within Databricks<\/li>\n\n\n\n
                                                            • Cost tied to platform usage<\/li>\n\n\n\n
                                                            • Less portable<\/li>\n<\/ul>\n\n\n\n

                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                \n
                                                              • Enterprise controls<\/li>\n\n\n\n
                                                              • Certifications: Platform dependent<\/li>\n<\/ul>\n\n\n\n

                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                  \n
                                                                • Cloud<\/li>\n<\/ul>\n\n\n\n

                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                    \n
                                                                  • Databricks pipelines<\/li>\n\n\n\n
                                                                  • ML workflow systems<\/li>\n<\/ul>\n\n\n\n

                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                    Usage\u2011based<\/p>\n\n\n\n

                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                      \n
                                                                    • Databricks customers<\/li>\n\n\n\n
                                                                    • Unified compute + data teams<\/li>\n\n\n\n
                                                                    • Real\u2011time pipelines<\/li>\n<\/ul>\n\n\n\n
                                                                      \n\n\n\n

                                                                      5 \u2014 AWS SageMaker Feature Store<\/h3>\n\n\n\n

                                                                      One\u2011line verdict:<\/strong> Managed feature store with real\u2011time APIs and scalable infrastructure.<\/p>\n\n\n\n

                                                                      Short description:<\/strong> SageMaker Feature Store provides AWS\u2011native online and offline feature storage with real\u2011time serving and governance.<\/p>\n\n\n\n

                                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                                        \n
                                                                      • Real\u2011time API<\/li>\n\n\n\n
                                                                      • Offline training exports<\/li>\n\n\n\n
                                                                      • Integrated with SageMaker<\/li>\n\n\n\n
                                                                      • Versioning and lineage<\/li>\n\n\n\n
                                                                      • Auto\u2011scaling infrastructure<\/li>\n<\/ul>\n\n\n\n

                                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                                          \n
                                                                        • Model support:<\/strong> AWS ecosystem<\/li>\n\n\n\n
                                                                        • RAG \/ knowledge integration:<\/strong> AWS data sources<\/li>\n\n\n\n
                                                                        • Evaluation:<\/strong> Data quality tests<\/li>\n\n\n\n
                                                                        • Guardrails:<\/strong> IAM and policies<\/li>\n\n\n\n
                                                                        • Observability:<\/strong> CloudWatch metrics<\/li>\n<\/ul>\n\n\n\n

                                                                          Pros<\/h4>\n\n\n\n
                                                                            \n
                                                                          • Managed service<\/li>\n\n\n\n
                                                                          • Auto\u2011scaling<\/li>\n\n\n\n
                                                                          • Deep AWS integration<\/li>\n<\/ul>\n\n\n\n

                                                                            Cons<\/h4>\n\n\n\n
                                                                              \n
                                                                            • AWS lock\u2011in<\/li>\n\n\n\n
                                                                            • Cost at scale<\/li>\n\n\n\n
                                                                            • Less portable<\/li>\n<\/ul>\n\n\n\n

                                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                                \n
                                                                              • Enterprise controls<\/li>\n\n\n\n
                                                                              • Certifications: Provider\u2019s compliance<\/li>\n<\/ul>\n\n\n\n

                                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                                  \n
                                                                                • Cloud<\/li>\n<\/ul>\n\n\n\n

                                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                                    \n
                                                                                  • AWS data lake<\/li>\n\n\n\n
                                                                                  • SageMaker pipelines<\/li>\n<\/ul>\n\n\n\n

                                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                                    Usage\u2011based<\/p>\n\n\n\n

                                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                                      \n
                                                                                    • AWS environments<\/li>\n\n\n\n
                                                                                    • Scalable serving<\/li>\n\n\n\n
                                                                                    • Integrated pipelines<\/li>\n<\/ul>\n\n\n\n
                                                                                      \n\n\n\n

                                                                                      6 \u2014 Google Cloud Feature Store<\/h3>\n\n\n\n

                                                                                      One\u2011line verdict:<\/strong> Optimal for cloud\u2011native feature serving with unified infrastructure.<\/p>\n\n\n\n

                                                                                      Short description:<\/strong> Google Cloud Feature Store provides online and batch feature management integrated with cloud data services.<\/p>\n\n\n\n

                                                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                                                        \n
                                                                                      • Real\u2011time serving<\/li>\n\n\n\n
                                                                                      • Batch export for training<\/li>\n\n\n\n
                                                                                      • Metadata tracking<\/li>\n\n\n\n
                                                                                      • Integration with cloud data tools<\/li>\n\n\n\n
                                                                                      • Auto\u2011scaling<\/li>\n<\/ul>\n\n\n\n

                                                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                                                          \n
                                                                                        • Model support:<\/strong> Cloud ML frameworks<\/li>\n\n\n\n
                                                                                        • RAG \/ knowledge integration:<\/strong> Cloud data sources<\/li>\n\n\n\n
                                                                                        • Evaluation:<\/strong> Data quality alerts<\/li>\n\n\n\n
                                                                                        • Guardrails:<\/strong> IAM controls<\/li>\n\n\n\n
                                                                                        • Observability:<\/strong> Dashboards<\/li>\n<\/ul>\n\n\n\n

                                                                                          Pros<\/h4>\n\n\n\n
                                                                                            \n
                                                                                          • Cloud native<\/li>\n\n\n\n
                                                                                          • High availability<\/li>\n\n\n\n
                                                                                          • Unified architecture<\/li>\n<\/ul>\n\n\n\n

                                                                                            Cons<\/h4>\n\n\n\n
                                                                                              \n
                                                                                            • Cloud dependency<\/li>\n\n\n\n
                                                                                            • Cost considerations<\/li>\n\n\n\n
                                                                                            • Less flexible outside cloud<\/li>\n<\/ul>\n\n\n\n

                                                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                                                \n
                                                                                              • Enterprise controls<\/li>\n\n\n\n
                                                                                              • Certifications: Provider\u2019s compliance<\/li>\n<\/ul>\n\n\n\n

                                                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                                                  \n
                                                                                                • Cloud<\/li>\n<\/ul>\n\n\n\n

                                                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                                                    \n
                                                                                                  • Cloud data sources<\/li>\n\n\n\n
                                                                                                  • ML workflows<\/li>\n<\/ul>\n\n\n\n

                                                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                                                    Usage\u2011based<\/p>\n\n\n\n

                                                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                                                      \n
                                                                                                    • Cloud data infrastructures<\/li>\n\n\n\n
                                                                                                    • Real\u2011time feature use<\/li>\n\n\n\n
                                                                                                    • Multi\u2011team environments<\/li>\n<\/ul>\n\n\n\n
                                                                                                      \n\n\n\n

                                                                                                      7 \u2014 Azure Feature Store<\/h3>\n\n\n\n

                                                                                                      One\u2011line verdict:<\/strong> Great choice for Azure users with integrated governance and scaling.<\/p>\n\n\n\n

                                                                                                      Short description:<\/strong> Azure Feature Store provides online and offline feature capabilities tightly integrated with cloud services.<\/p>\n\n\n\n

                                                                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                                                                        \n
                                                                                                      • Real\u2011time APIs<\/li>\n\n\n\n
                                                                                                      • Batch export<\/li>\n\n\n\n
                                                                                                      • Monitoring and metrics<\/li>\n\n\n\n
                                                                                                      • IAM controls<\/li>\n\n\n\n
                                                                                                      • Integration with Azure ML<\/li>\n<\/ul>\n\n\n\n

                                                                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                                                                          \n
                                                                                                        • Model support:<\/strong> Cloud frameworks<\/li>\n\n\n\n
                                                                                                        • RAG \/ knowledge integration:<\/strong> Cloud data sources<\/li>\n\n\n\n
                                                                                                        • Evaluation:<\/strong> Data checks<\/li>\n\n\n\n
                                                                                                        • Guardrails:<\/strong> Policy enforcement<\/li>\n\n\n\n
                                                                                                        • Observability:<\/strong> Dashboards<\/li>\n<\/ul>\n\n\n\n

                                                                                                          Pros<\/h4>\n\n\n\n
                                                                                                            \n
                                                                                                          • Enterprise support<\/li>\n\n\n\n
                                                                                                          • Cloud integrations<\/li>\n\n\n\n
                                                                                                          • Auto\u2011scaling<\/li>\n<\/ul>\n\n\n\n

                                                                                                            Cons<\/h4>\n\n\n\n
                                                                                                              \n
                                                                                                            • Azure lock\u2011in<\/li>\n\n\n\n
                                                                                                            • Cost at scale<\/li>\n\n\n\n
                                                                                                            • Less portable<\/li>\n<\/ul>\n\n\n\n

                                                                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                                                                \n
                                                                                                              • Enterprise security<\/li>\n\n\n\n
                                                                                                              • Certifications: Provider\u2019s compliance<\/li>\n<\/ul>\n\n\n\n

                                                                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                                                                  \n
                                                                                                                • Cloud<\/li>\n<\/ul>\n\n\n\n

                                                                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                                                                    \n
                                                                                                                  • Azure services<\/li>\n\n\n\n
                                                                                                                  • Data pipelines<\/li>\n<\/ul>\n\n\n\n

                                                                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                                                                    Usage\u2011based<\/p>\n\n\n\n

                                                                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                                                                      \n
                                                                                                                    • Azure ecosystems<\/li>\n\n\n\n
                                                                                                                    • Enterprise feature serving<\/li>\n\n\n\n
                                                                                                                    • Integrated governance<\/li>\n<\/ul>\n\n\n\n
                                                                                                                      \n\n\n\n

                                                                                                                      8 \u2014 Turi Create Feature Store<\/h3>\n\n\n\n

                                                                                                                      One\u2011line verdict:<\/strong> Simple feature store for lightweight deployment and experimentation.<\/p>\n\n\n\n

                                                                                                                      Short description:<\/strong> Turi Create Feature Store provides lightweight online serving with simple APIs for smaller models.<\/p>\n\n\n\n

                                                                                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                                                                                        \n
                                                                                                                      • Simple API<\/li>\n\n\n\n
                                                                                                                      • Lightweight serving<\/li>\n\n\n\n
                                                                                                                      • Batch and online modes<\/li>\n\n\n\n
                                                                                                                      • Easy setup<\/li>\n\n\n\n
                                                                                                                      • Basic monitoring<\/li>\n<\/ul>\n\n\n\n

                                                                                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                                                                                          \n
                                                                                                                        • Model support:<\/strong> Basic frameworks<\/li>\n\n\n\n
                                                                                                                        • RAG \/ knowledge integration:<\/strong> N\/A<\/li>\n\n\n\n
                                                                                                                        • Evaluation:<\/strong> Basic validation<\/li>\n\n\n\n
                                                                                                                        • Guardrails:<\/strong> Minimal controls<\/li>\n\n\n\n
                                                                                                                        • Observability:<\/strong> Basic metrics<\/li>\n<\/ul>\n\n\n\n

                                                                                                                          Pros<\/h4>\n\n\n\n
                                                                                                                            \n
                                                                                                                          • Easy to adopt<\/li>\n\n\n\n
                                                                                                                          • Lightweight<\/li>\n\n\n\n
                                                                                                                          • Good for experimentation<\/li>\n<\/ul>\n\n\n\n

                                                                                                                            Cons<\/h4>\n\n\n\n
                                                                                                                              \n
                                                                                                                            • Limited scalability<\/li>\n\n\n\n
                                                                                                                            • Basic governance<\/li>\n\n\n\n
                                                                                                                            • Not enterprise grade<\/li>\n<\/ul>\n\n\n\n

                                                                                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                                                                                \n
                                                                                                                              • Basic auth options<\/li>\n\n\n\n
                                                                                                                              • Certifications: N\/A<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                                                                                  \n
                                                                                                                                • Cloud \/ On\u2011prem<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                                                                                    \n
                                                                                                                                  • Basic pipelines<\/li>\n\n\n\n
                                                                                                                                  • Light monitoring<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                                                                                    Open\u2011source<\/p>\n\n\n\n

                                                                                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                                                                                      \n
                                                                                                                                    • Small teams<\/li>\n\n\n\n
                                                                                                                                    • Experimentation<\/li>\n\n\n\n
                                                                                                                                    • Lightweight inference<\/li>\n<\/ul>\n\n\n\n
                                                                                                                                      \n\n\n\n

                                                                                                                                      9 \u2014 RedisAI Feature Store<\/h3>\n\n\n\n

                                                                                                                                      One\u2011line verdict:<\/strong> Excellent for low\u2011latency real\u2011time feature access with in\u2011memory performance.<\/p>\n\n\n\n

                                                                                                                                      Short description:<\/strong> RedisAI Feature Store delivers ultra\u2011low\u2011latency serving and caching for features, optimized for real\u2011time applications.<\/p>\n\n\n\n

                                                                                                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                                                                                                        \n
                                                                                                                                      • In\u2011memory feature serving<\/li>\n\n\n\n
                                                                                                                                      • Low latency<\/li>\n\n\n\n
                                                                                                                                      • Real\u2011time APIs<\/li>\n\n\n\n
                                                                                                                                      • Integration with Redis data structures<\/li>\n\n\n\n
                                                                                                                                      • Scalable clusters<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                                                                                                          \n
                                                                                                                                        • Model support:<\/strong> RedisAI models + features<\/li>\n\n\n\n
                                                                                                                                        • RAG \/ knowledge integration:<\/strong> Custom connectors<\/li>\n\n\n\n
                                                                                                                                        • Evaluation:<\/strong> Performance testing<\/li>\n\n\n\n
                                                                                                                                        • Guardrails:<\/strong> Access policies<\/li>\n\n\n\n
                                                                                                                                        • Observability:<\/strong> Stats dashboards<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                          Pros<\/h4>\n\n\n\n
                                                                                                                                            \n
                                                                                                                                          • Ultra\u2011fast<\/li>\n\n\n\n
                                                                                                                                          • High throughput<\/li>\n\n\n\n
                                                                                                                                          • In\u2011memory<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                            Cons<\/h4>\n\n\n\n
                                                                                                                                              \n
                                                                                                                                            • Not full feature lineage<\/li>\n\n\n\n
                                                                                                                                            • Requires Redis expertise<\/li>\n\n\n\n
                                                                                                                                            • Limited governance<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                                                                                                \n
                                                                                                                                              • ACLs, encryption<\/li>\n\n\n\n
                                                                                                                                              • Certifications: Varies<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                                                                                                  \n
                                                                                                                                                • Cloud \/ On\u2011prem<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                                                                                                    \n
                                                                                                                                                  • Redis ecosystem<\/li>\n\n\n\n
                                                                                                                                                  • Monitoring tools<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                                                                                                    Subscription \/ Usage<\/p>\n\n\n\n

                                                                                                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                                                                                                      \n
                                                                                                                                                    • Real\u2011time personalization<\/li>\n\n\n\n
                                                                                                                                                    • High\u2011throughput ML apps<\/li>\n\n\n\n
                                                                                                                                                    • Low\u2011latency requirements<\/li>\n<\/ul>\n\n\n\n
                                                                                                                                                      \n\n\n\n

                                                                                                                                                      10 \u2014 Domino Feature Store<\/h3>\n\n\n\n

                                                                                                                                                      One\u2011line verdict:<\/strong> Good for enterprise workflows with governance and collaboration.<\/p>\n\n\n\n

                                                                                                                                                      Short description:<\/strong> Domino Feature Store integrates enterprise governance, feature sharing, and scaling with collaboration tools.<\/p>\n\n\n\n

                                                                                                                                                      Standout Capabilities<\/h4>\n\n\n\n
                                                                                                                                                        \n
                                                                                                                                                      • Collaboration workspace<\/li>\n\n\n\n
                                                                                                                                                      • Online APIs<\/li>\n\n\n\n
                                                                                                                                                      • Feature versioning<\/li>\n\n\n\n
                                                                                                                                                      • Monitoring<\/li>\n\n\n\n
                                                                                                                                                      • Governance<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                        AI\u2011Specific Depth<\/h4>\n\n\n\n
                                                                                                                                                          \n
                                                                                                                                                        • Model support:<\/strong> Enterprise frameworks<\/li>\n\n\n\n
                                                                                                                                                        • RAG \/ knowledge integration:<\/strong> Data pipelines<\/li>\n\n\n\n
                                                                                                                                                        • Evaluation:<\/strong> Feature validation<\/li>\n\n\n\n
                                                                                                                                                        • Guardrails:<\/strong> RBAC<\/li>\n\n\n\n
                                                                                                                                                        • Observability:<\/strong> Dashboards<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                          Pros<\/h4>\n\n\n\n
                                                                                                                                                            \n
                                                                                                                                                          • Enterprise collaboration<\/li>\n\n\n\n
                                                                                                                                                          • Governance tools<\/li>\n\n\n\n
                                                                                                                                                          • Feature reuse<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                            Cons<\/h4>\n\n\n\n
                                                                                                                                                              \n
                                                                                                                                                            • Enterprise cost<\/li>\n\n\n\n
                                                                                                                                                            • Setup required<\/li>\n\n\n\n
                                                                                                                                                            • Less DIY flexibility<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                              Security & Compliance<\/h4>\n\n\n\n
                                                                                                                                                                \n
                                                                                                                                                              • SSO, encryption<\/li>\n\n\n\n
                                                                                                                                                              • Certifications: Varies<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                                Deployment & Platforms<\/h4>\n\n\n\n
                                                                                                                                                                  \n
                                                                                                                                                                • Cloud \/ Hybrid<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                                  Integrations & Ecosystem<\/h4>\n\n\n\n
                                                                                                                                                                    \n
                                                                                                                                                                  • CI\/CD<\/li>\n\n\n\n
                                                                                                                                                                  • Data stores<\/li>\n\n\n\n
                                                                                                                                                                  • Monitoring<\/li>\n<\/ul>\n\n\n\n

                                                                                                                                                                    Pricing Model<\/h4>\n\n\n\n

                                                                                                                                                                    Enterprise subscription<\/p>\n\n\n\n

                                                                                                                                                                    Best\u2011Fit Scenarios<\/h4>\n\n\n\n
                                                                                                                                                                      \n
                                                                                                                                                                    • Large ML teams<\/li>\n\n\n\n
                                                                                                                                                                    • Governed workflows<\/li>\n\n\n\n
                                                                                                                                                                    • Collaboration across teams<\/li>\n<\/ul>\n\n\n\n
                                                                                                                                                                      \n\n\n\n

                                                                                                                                                                      Comparison Table<\/h2>\n\n\n\n
                                                                                                                                                                      Tool<\/th>Best For<\/th>Deployment<\/th>Model Flexibility<\/th>Strength<\/th>Watch\u2011Out<\/th>Public Rating<\/th><\/tr><\/thead>
                                                                                                                                                                      Feast<\/td>Framework\u2011agnostic<\/td>Cloud \/ On\u2011prem<\/td>Multi<\/td>Unified store<\/td>Infra setup<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Tecton<\/td>Enterprise workflows<\/td>Cloud \/ Hybrid<\/td>Multi<\/td>Transforms + governance<\/td>Cost<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Hopsworks<\/td>Metadata + governance<\/td>Cloud \/ On\u2011prem<\/td>Multi<\/td>Lineage<\/td>Complex UI<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Databricks Feature Store<\/td>Databricks users<\/td>Cloud<\/td>Multi<\/td>Unified ecosystem<\/td>Cost<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      SageMaker Feature Store<\/td>AWS environments<\/td>Cloud<\/td>AWS<\/td>Managed<\/td>Lock\u2011in<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Google Cloud Feature Store<\/td>Cloud\u2011centric<\/td>Cloud<\/td>Multi<\/td>Auto\u2011scaling<\/td>Cloud dependency<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Azure Feature Store<\/td>Azure ecosystems<\/td>Cloud<\/td>Multi<\/td>Security<\/td>Cloud lock\u2011in<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Turi Create FS<\/td>Lightweight use<\/td>Cloud \/ On\u2011prem<\/td>Basic<\/td>Easy setup<\/td>Scale limits<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      RedisAI Feature Store<\/td>Low\u2011latency<\/td>Cloud \/ On\u2011prem<\/td>RedisAI<\/td>Ultra\u2011fast<\/td>Governance<\/td>N\/A<\/td><\/tr>
                                                                                                                                                                      Domino Feature Store<\/td>Enterprise teams<\/td>Cloud \/ Hybrid<\/td>Multi<\/td>Collaboration<\/td>Cost<\/td>N\/A<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
                                                                                                                                                                      \n\n\n\n

                                                                                                                                                                      Scoring & Evaluation<\/h2>\n\n\n\n
                                                                                                                                                                      Tool<\/th>Core<\/th>Reliability<\/th>Guardrails<\/th>Integrations<\/th>Ease<\/th>Perf\/Cost<\/th>Security\/Admin<\/th>Support<\/th>Total<\/th><\/tr><\/thead>
                                                                                                                                                                      Feast<\/td>9<\/td>8<\/td>7<\/td>8<\/td>7<\/td>8<\/td>7<\/td>7<\/td>7.8<\/td><\/tr>
                                                                                                                                                                      Tecton<\/td>9<\/td>9<\/td>9<\/td>9<\/td>7<\/td>8<\/td>9<\/td>8<\/td>8.7<\/td><\/tr>
                                                                                                                                                                      Hopsworks<\/td>8<\/td>9<\/td>9<\/td>8<\/td>6<\/td>8<\/td>8<\/td>8<\/td>8.1<\/td><\/tr>
                                                                                                                                                                      Databricks<\/td>9<\/td>8<\/td>8<\/td>9<\/td>8<\/td>8<\/td>8<\/td>8<\/td>8.3<\/td><\/tr>
                                                                                                                                                                      SageMaker FS<\/td>9<\/td>9<\/td>9<\/td>9<\/td>8<\/td>8<\/td>9<\/td>8<\/td>8.6<\/td><\/tr>
                                                                                                                                                                      Google FS<\/td>9<\/td>9<\/td>9<\/td>9<\/td>8<\/td>8<\/td>9<\/td>8<\/td>8.6<\/td><\/tr>
                                                                                                                                                                      Azure FS<\/td>9<\/td>9<\/td>9<\/td>9<\/td>8<\/td>8<\/td>9<\/td>8<\/td>8.6<\/td><\/tr>
                                                                                                                                                                      Turi Create FS<\/td>7<\/td>7<\/td>6<\/td>7<\/td>8<\/td>7<\/td>6<\/td>7<\/td>7.1<\/td><\/tr>
                                                                                                                                                                      RedisAI FS<\/td>8<\/td>8<\/td>7<\/td>8<\/td>8<\/td>8<\/td>7<\/td>7<\/td>7.6<\/td><\/tr>
                                                                                                                                                                      Domino FS<\/td>8<\/td>8<\/td>8<\/td>8<\/td>7<\/td>8<\/td>8<\/td>8<\/td>8.0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

                                                                                                                                                                      Top 3 for Enterprise:<\/strong> SageMaker Feature Store, Google Cloud Feature Store, Azure Feature Store
                                                                                                                                                                      Top 3 for SMB:<\/strong> Feast, RedisAI Feature Store, Turi Create Feature Store
                                                                                                                                                                      Top 3 for Developers:<\/strong> Databricks Feature Store, Hopsworks, Domino Feature Store<\/p>\n\n\n\n

                                                                                                                                                                      \n\n\n\n

                                                                                                                                                                      Which Online Feature Store Platform Is Right for You<\/h2>\n\n\n\n

                                                                                                                                                                      Solo \/ Freelancer<\/h3>\n\n\n\n

                                                                                                                                                                      Use Feast or Turi Create FS for easy setup and experimentation.<\/p>\n\n\n\n

                                                                                                                                                                      SMB<\/h3>\n\n\n\n

                                                                                                                                                                      Feast, RedisAI Feature Store, and Databricks support feature serving with manageable cost.<\/p>\n\n\n\n

                                                                                                                                                                      Mid\u2011Market<\/h3>\n\n\n\n

                                                                                                                                                                      Google Cloud FS, Azure FS, and Hopsworks balance scalability and governance.<\/p>\n\n\n\n

                                                                                                                                                                      Enterprise<\/h3>\n\n\n\n

                                                                                                                                                                      Tecton, SageMaker Feature Store, and Databricks Feature Store offer governance, scaling, and monitoring.<\/p>\n\n\n\n

                                                                                                                                                                      Regulated Industries<\/h3>\n\n\n\n

                                                                                                                                                                      Enterprise cloud offering or Tecton provide audit trails and governance.<\/p>\n\n\n\n

                                                                                                                                                                      Budget vs Premium<\/h3>\n\n\n\n

                                                                                                                                                                      Open\u2011source for budget; enterprise offerings for feature discovery and governance.<\/p>\n\n\n\n

                                                                                                                                                                      Build vs Buy<\/h3>\n\n\n\n

                                                                                                                                                                      DIY open\u2011source platforms or managed cloud stores depending on team skills.<\/p>\n\n\n\n

                                                                                                                                                                      \n\n\n\n

                                                                                                                                                                      Implementation Playbook<\/h2>\n\n\n\n

                                                                                                                                                                      30 Days:<\/strong> Identify core features, define feature schemas, pilot online serving.
                                                                                                                                                                      60 Days:<\/strong> Integrate streaming ingestion, enforce governance, automate pipelines.
                                                                                                                                                                      90 Days:<\/strong> Scale serving, integrate observability, optimize latency, secure access.<\/p>\n\n\n\n

                                                                                                                                                                      \n\n\n\n

                                                                                                                                                                      Common Mistakes<\/h2>\n\n\n\n
                                                                                                                                                                        \n
                                                                                                                                                                      • No versioning of features<\/li>\n\n\n\n
                                                                                                                                                                      • Ignoring real\u2011time constraints<\/li>\n\n\n\n
                                                                                                                                                                      • Lack of governance and lineage<\/li>\n\n\n\n
                                                                                                                                                                      • Poor cost tracking<\/li>\n\n\n\n
                                                                                                                                                                      • No scaling strategy<\/li>\n\n\n\n
                                                                                                                                                                      • Missing monitoring<\/li>\n\n\n\n
                                                                                                                                                                      • Siloed feature definitions<\/li>\n\n\n\n
                                                                                                                                                                      • Weak security controls<\/li>\n\n\n\n
                                                                                                                                                                      • No refresh or freshness checks<\/li>\n\n\n\n
                                                                                                                                                                      • Overlooking schema evolution<\/li>\n\n\n\n
                                                                                                                                                                      • No CI\/CD integration<\/li>\n\n\n\n
                                                                                                                                                                      • Poor data quality controls<\/li>\n<\/ul>\n\n\n\n
                                                                                                                                                                        \n\n\n\n

                                                                                                                                                                        FAQs<\/h2>\n\n\n\n

                                                                                                                                                                        1. What is an online feature store?<\/h3>\n\n\n\n

                                                                                                                                                                        An online feature store stores and serves model features in real\u2011time with low\u2011latency APIs.<\/p>\n\n\n\n

                                                                                                                                                                        2. Do they support batch pipelines?<\/h3>\n\n\n\n

                                                                                                                                                                        Yes; batch exports for training are common.<\/p>\n\n\n\n

                                                                                                                                                                        3. Are these managed services?<\/h3>\n\n\n\n

                                                                                                                                                                        Many offer managed cloud options; others are open\u2011source self\u2011hosted.<\/p>\n\n\n\n

                                                                                                                                                                        4. How is security enforced?<\/h3>\n\n\n\n

                                                                                                                                                                        Through encryption, access controls, authentication, and roles.<\/p>\n\n\n\n

                                                                                                                                                                        5. What is feature versioning?<\/h3>\n\n\n\n

                                                                                                                                                                        Tracking changes to features so models use consistent data.<\/p>\n\n\n\n

                                                                                                                                                                        6. Do these integrate with streaming?<\/h3>\n\n\n\n

                                                                                                                                                                        Yes; many support streaming ingestion.<\/p>\n\n\n\n

                                                                                                                                                                        7. What is latency tracking?<\/h3>\n\n\n\n

                                                                                                                                                                        Monitoring response times for feature retrieval in real time.<\/p>\n\n\n\n

                                                                                                                                                                        8. Is governance included?<\/h3>\n\n\n\n

                                                                                                                                                                        Enterprise platforms provide lineage, audit, and controls.<\/p>\n\n\n\n

                                                                                                                                                                        9. Do they scale?<\/h3>\n\n\n\n

                                                                                                                                                                        Cloud services auto\u2011scale; open\u2011source needs orchestration.<\/p>\n\n\n\n

                                                                                                                                                                        10. What languages are supported?<\/h3>\n\n\n\n

                                                                                                                                                                        APIs typically support Python, REST, gRPC.<\/p>\n\n\n\n

                                                                                                                                                                        11. Can I use my own data pipeline?<\/h3>\n\n\n\n

                                                                                                                                                                        Yes; integrations exist for pipelines and transformations.<\/p>\n\n\n\n

                                                                                                                                                                        12. Do they replace feature engineering?<\/h3>\n\n\n\n

                                                                                                                                                                        No; they manage and serve engineered features consistently.<\/p>\n\n\n\n

                                                                                                                                                                        \n\n\n\n

                                                                                                                                                                        Conclusion<\/h2>\n\n\n\n

                                                                                                                                                                        Online Feature Store Platforms enable consistent feature serving for real\u2011time and batch ML workloads. Enterprises benefit from cloud\u2011native stores with governance and scaling, while open\u2011source tools like Feast provide flexible baseline capabilities. Evaluate latency, governance, integration, and cost controls when selecting a solution. Start with pilot features, enforce governance, and scale with monitoring and access controls.<\/p>\n","protected":false},"excerpt":{"rendered":"

                                                                                                                                                                        Introduction Online Feature Store Platforms are systems designed to store, serve, and manage machine learning features for real\u2011time and batch inference. These platforms provide low\u2011latency access to… <\/p>\n","protected":false},"author":62,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[11138],"tags":[24729,24731,24728,24730,24727],"class_list":["post-75548","post","type-post","status-publish","format-standard","hentry","category-best-tools","tag-aiengineering","tag-datascienceops","tag-featurestore","tag-mlinfrastructure","tag-realtimeml"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/75548","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/62"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=75548"}],"version-history":[{"count":1,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/75548\/revisions"}],"predecessor-version":[{"id":75550,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/75548\/revisions\/75550"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=75548"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=75548"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=75548"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}