[{"data":1,"prerenderedAt":830},["ShallowReactive",2],{"categories-init":3,"stack-apache-superset-self-hosted":4},true,{"stack_id":5,"slug":6,"name":7,"tagline":8,"long_description":9,"key_features":10,"use_cases":18,"pros":24,"cons":28,"cover_image_url":32,"scores":33,"options":47,"additions":518,"option_groups":572,"multi_select_option_types":578,"tools_by_category":579,"related_stacks":710,"faqs":779,"pricing":795,"system_requirements":810,"experience_level":716,"project_type":825,"stack_type_slug":718,"stack_type_icon_url":719,"published_date":99,"last_updated_date":32,"seo_meta":826},218,"apache-superset-self-hosted","Superset Self-Hosted","Self-hosted Apache Superset: BI dashboards that never leave your server.","Superset Self-Hosted runs Apache Superset on your own server with Docker. The platform is **several cooperating services**: the web server that renders the UI and SQL Lab, a Celery worker and beat for asynchronous queries, alerts, and reports, and Redis for caching and the message queue. PostgreSQL is the metadata database where dashboards, charts, users, and query history live, while warehouses like ClickHouse or Snowflake sit behind Superset as data sources.\n\nSelf-hosting removes per-user BI pricing. The open-source edition has **no feature caps** on dashboards, charts, SQL Lab, or row-level security; Preset, the company founded by Superset's creator, sells the managed version per seat. Query text, dashboard definitions, and user records stay on your infrastructure.\n\nThe difference from Metabase is **SQL Lab and breadth**. Superset reads from dozens of database drivers, from PostgreSQL and MySQL to ClickHouse, BigQuery, and Snowflake, and analysts get a SQL editor next to the no-code chart builder.\n\nThe trade is **operational weight**. Superset's project doesn't support its Docker Compose files for production: they're a quick path to a running instance, and a real deployment sets its own secret key, backs up the metadata database, and plans upgrades, or follows the project's Kubernetes (Helm) installation, which it recommends even for a single host. Teams that want the lightest self-hosted BI should compare Metabase Self-Hosted first.",[11,12,13,14,15,16,17],"Docker deployment of the web server, Celery worker, and beat","PostgreSQL as the metadata database for dashboards, charts, users, and query history","Redis for caching and the asynchronous query queue","Dozens of data drivers: PostgreSQL, MySQL, ClickHouse, BigQuery, Snowflake, and more","SQL Lab editor for analysts next to the no-code chart builder","Row-level security and granular roles in the open-source edition","No per-user or per-dashboard cost at any team size",[19,20,21,22,23],"Analytics teams that work in SQL and want dashboards on the same data","BI over a warehouse such as ClickHouse, BigQuery, or Snowflake without per-seat licensing","Organizations that must keep query text and dashboards on their own infrastructure","Embedding dashboards in internal tools with row-level security per audience","Replacing a per-seat BI tool across a large team",[25,26,27],"Zero license cost, with no feature caps on core BI","One of the widest data-source lists in open-source BI","SQL Lab gives analysts direct query access next to the dashboard builder",[29,30,31],"Heavier than single-container BI tools: several services, 4 GB of memory to start","The project doesn't support its Docker Compose files for production; hardening is yours","Admin setup for roles, alerts, and SSO takes more initial work than Metabase",null,{"popularity":34,"learning_curve":37,"flexibility":40,"performance":43,"portability":45},{"score":35,"reasoning":36},3,"A well-known Apache project among data teams, though less familiar than Metabase to developers outside analytics.",{"score":38,"reasoning":39},4,"Dashboards are approachable, but running Superset means several services, a hardened config, metadata backups, and a production path the project steers toward Kubernetes.",{"score":41,"reasoning":42},5,"Dozens of database drivers, SQL Lab, a no-code chart builder, row-level security, and embedding cover nearly any BI need in the free edition.",{"score":35,"reasoning":44},"Redis caching keeps repeated dashboards fast; long concurrent queries are the limit, and the web server and workers scale out when they arrive.",{"score":38,"reasoning":46},"Dashboards export and import between instances and Preset, and Superset queries your databases in place, so no data is locked inside it.",{"database":48,"orm":167,"authentication":171,"analytics":175,"coding_agent":179,"llm":183,"language":187,"frontend_framework":191,"cms":195,"hosting":199,"reverse_proxy":369,"self_hosted_paas":454},{"tools":49,"descriptions":159,"aliases":163,"see_all":164},[50,100,135],{"tool_id":51,"name":52,"slug":53,"tooltip_description":54,"logo_url":55,"logo_bg":56,"pricing_model":57,"learning_curve_score":35,"popularity_score":41,"hosting_assignment_type":61,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":63,"subcategory":66,"categories":70,"subcategories":73,"flexibility_score":41,"performance_score":38,"portability_score":41,"is_featured":3,"tags":75,"score_reasonings":92,"published_date":98,"last_updated_date":99},40,"PostgreSQL","postgresql","PostgreSQL is a free, open-source object-relational database known for reliability, standards compliance, and extensibility, with rich data types, JSONB, and a large ecosystem of extensions such as PostGIS and pgvector.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fpostgresql.svg","dark",{"slug":58,"display_name":59,"description":60},"open_source","Open Source","Source code is publicly available and free to use, modify, and distribute. No paid plans from the project itself.","deployable","open",{"category_id":38,"name":64,"slug":65},"Databases","databases",{"subcategory_id":67,"name":68,"slug":69},25,"OLTP Databases","oltp-databases",[71],{"category_id":38,"name":64,"slug":65,"is_primary":3,"display_order":72},0,[74],{"subcategory_id":67,"name":68,"slug":69,"category_id":38,"is_primary":3,"display_order":72},[76,80,84,88],{"tag_id":38,"name":77,"slug":78,"tag_type":79},"SQL","sql","technology",{"tag_id":81,"name":59,"slug":82,"tag_type":83},11,"open-source","feature",{"tag_id":85,"name":86,"slug":87,"tag_type":83},12,"Self-hostable","self-hostable",{"tag_id":89,"name":90,"slug":91,"tag_type":83},22,"ACID Compliant","acid-compliant",{"learning_curve":93,"flexibility":94,"performance":95,"portability":96,"popularity":97},"Standard SQL is broadly known, but CTEs, window functions, and JSONB take time to master.","Extensions like PostGIS and pgvector, custom types, and PL\u002FpgSQL cover virtually any need.","Battle-tested query planner; efficient with proper indexing and regular vacuum.","Open SQL standard with no lock-in; data and skills transfer to any SQL-compatible system.","The most popular relational database among developers per Stack Overflow 2024; rapidly growing.","2026-05-29","2026-09-27",{"tool_id":101,"name":102,"slug":103,"tooltip_description":104,"logo_url":105,"logo_bg":56,"pricing_model":106,"learning_curve_score":110,"popularity_score":41,"hosting_assignment_type":61,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":111,"subcategory":112,"categories":113,"subcategories":115,"flexibility_score":35,"performance_score":35,"portability_score":38,"is_featured":117,"tags":118,"score_reasonings":129,"published_date":98,"last_updated_date":99},129,"MySQL","mysql","MySQL is the world's most popular open-source relational database, powering the majority of web applications. It offers a proven, high-performance SQL engine with broad ecosystem support across every major language and platform.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fmysql.svg",{"slug":107,"display_name":108,"description":109},"freemium","Freemium","A free tier is available; additional features, usage limits, or managed hosting require a paid plan.",2,{"category_id":38,"name":64,"slug":65},{"subcategory_id":67,"name":68,"slug":69},[114],{"category_id":38,"name":64,"slug":65,"is_primary":3,"display_order":72},[116],{"subcategory_id":67,"name":68,"slug":69,"category_id":38,"is_primary":3,"display_order":72},false,[119,120,124,125],{"tag_id":89,"name":90,"slug":91,"tag_type":83},{"tag_id":121,"name":122,"slug":123,"tag_type":83},13,"Free Tier","free-tier",{"tag_id":85,"name":86,"slug":87,"tag_type":83},{"tag_id":51,"name":126,"slug":127,"tag_type":128},"Web","web","platform",{"performance":130,"learning_curve":131,"flexibility":132,"popularity":133,"portability":134},"InnoDB delivers solid OLTP throughput for standard read-heavy workloads; query optimizer has historically lagged behind PostgreSQL and MariaDB for complex plans, and thread pooling requires the Enterprise edition.","GUI tools (MySQL Workbench, phpMyAdmin) and extensive tutorials make it highly accessible; basic SQL is straightforward but advanced features like stored procedures and replication configuration require more study.","Covers standard OLTP use cases thoroughly; lacks some advanced SQL features PostgreSQL offers (partial indexes, richer JSON, table inheritance); plugin storage engines add flexibility for specific workloads.","The most widely deployed open-source relational database globally — powering the majority of web applications and the default choice in shared hosting and PHP stacks for decades.","Available on every major cloud as a managed service (RDS, Cloud SQL, Azure Database); supported by every major ORM and language driver; minor SQL dialect quirks can require adjustments when migrating.",{"tool_id":136,"name":137,"slug":138,"tooltip_description":139,"logo_url":140,"logo_bg":56,"pricing_model":141,"learning_curve_score":110,"popularity_score":38,"hosting_assignment_type":61,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":142,"subcategory":143,"categories":144,"subcategories":146,"flexibility_score":35,"performance_score":38,"portability_score":38,"is_featured":117,"tags":148,"score_reasonings":153,"published_date":98,"last_updated_date":99},130,"MariaDB","mariadb","MariaDB is an open-source relational database forked from MySQL by its original creators, offering a fully GPL-licensed community server with an improved query optimizer, additional storage engines, and Galera Cluster for synchronous multi-master replication.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fmariadb.svg",{"slug":58,"display_name":59,"description":60},{"category_id":38,"name":64,"slug":65},{"subcategory_id":67,"name":68,"slug":69},[145],{"category_id":38,"name":64,"slug":65,"is_primary":3,"display_order":72},[147],{"subcategory_id":67,"name":68,"slug":69,"category_id":38,"is_primary":3,"display_order":72},[149,150,151,152],{"tag_id":89,"name":90,"slug":91,"tag_type":83},{"tag_id":81,"name":59,"slug":82,"tag_type":83},{"tag_id":85,"name":86,"slug":87,"tag_type":83},{"tag_id":51,"name":126,"slug":127,"tag_type":128},{"learning_curve":154,"flexibility":155,"performance":156,"popularity":157,"portability":158},"Fully MySQL-compatible SQL and the same tooling ecosystem apply — anyone familiar with MySQL can adopt MariaDB immediately; advanced features like Galera Cluster and ColumnStore have their own learning curve.","Additional storage engines (Aria, ColumnStore, Spider) and Galera Cluster expand the option space beyond standard MySQL; still a relational database at its core, limiting flexibility for non-tabular workloads.","Improved query optimizer (Rowid Filtering, better statistics), community-edition thread pool, and the Aria engine for temporary tables deliver measurably better throughput than MySQL on complex queries and concurrent workloads.","The default MySQL replacement in Debian, Ubuntu, and RHEL; widely used in production but significantly less prevalent than MySQL in tutorials, shared hosting, and the broader public ecosystem.","Drop-in replacement for MySQL — same connectors, ORMs, and cloud managed services (AWS RDS for MariaDB, Cloud SQL, Azure Database) work without modification; minor SQL dialect divergences from MySQL 8.x may surface at the edges.",{"postgresql":160,"mysql":161,"mariadb":162},"Superset's most-deployed metadata database and the Compose default: dashboards, charts, users, saved queries, and query history all land here. The default Compose volume isn't backed up, so a real deployment schedules its own dumps.","Supported for the metadata database. Choose it when your platform standard is MySQL and you'd rather not run a second engine for the BI layer, and accept that the official guides and the Compose default assume PostgreSQL, so most setup help reads that way.","Works for the metadata store wherever MySQL does, through the same driver and schema: a drop-in for shops already standardized on MariaDB. The caveat matches MySQL's, since the deployment guides assume PostgreSQL, so MariaDB earns its place through your existing estate.",{},{"kind":165,"slug":65,"name":64,"href":166},"category","\u002Ftools\u002Fcategories\u002Fdatabases",{"tools":168,"descriptions":169,"aliases":170,"see_all":32},[],{},{},{"tools":172,"descriptions":173,"aliases":174,"see_all":32},[],{},{},{"tools":176,"descriptions":177,"aliases":178,"see_all":32},[],{},{},{"tools":180,"descriptions":181,"aliases":182,"see_all":32},[],{},{},{"tools":184,"descriptions":185,"aliases":186,"see_all":32},[],{},{},{"tools":188,"descriptions":189,"aliases":190,"see_all":32},[],{},{},{"tools":192,"descriptions":193,"aliases":194,"see_all":32},[],{},{},{"tools":196,"descriptions":197,"aliases":198,"see_all":32},[],{},{},{"tools":200,"descriptions":360,"aliases":366,"see_all":367},[201,235,277,299,332],{"tool_id":202,"name":203,"slug":204,"tooltip_description":205,"logo_url":206,"logo_bg":207,"pricing_model":208,"learning_curve_score":110,"popularity_score":35,"hosting_assignment_type":32,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":212,"subcategory":215,"categories":219,"subcategories":221,"flexibility_score":35,"performance_score":38,"portability_score":38,"is_featured":117,"tags":223,"score_reasonings":229,"published_date":98,"last_updated_date":99},52,"Hetzner","hetzner","German cloud and dedicated server provider offering VPS, bare-metal servers, and storage at prices far below the big clouds, with data centers in the EU, the US, and Singapore.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fhetzner.svg","white",{"slug":209,"display_name":210,"description":211},"paid","Paid","No meaningful free tier — a subscription or one-time purchase is required to use the tool.",{"category_id":41,"name":213,"slug":214},"Hosting & Cloud","hosting-cloud",{"subcategory_id":216,"name":217,"slug":218},42,"VPS & Servers","vps-and-servers",[220],{"category_id":41,"name":213,"slug":214,"is_primary":3,"display_order":72},[222],{"subcategory_id":216,"name":217,"slug":218,"category_id":41,"is_primary":3,"display_order":72},[224,225],{"tag_id":85,"name":86,"slug":87,"tag_type":83},{"tag_id":226,"name":227,"slug":228,"tag_type":83},21,"Multi-region","multi-region",{"learning_curve":230,"flexibility":231,"performance":232,"portability":233,"popularity":234},"Standard VPS setup; any developer comfortable with Linux can deploy in an afternoon.","Standard VPS; configure anything on Linux; no managed abstraction layer constraining choices.","Competitive hardware at low cost; dedicated and VPS servers deliver strong baseline performance.","Standard Linux VPS; highly portable with no managed-service abstraction to escape.","Popular among European developers and cost-conscious teams; strong reputation for value.",{"tool_id":236,"name":237,"slug":238,"tooltip_description":239,"logo_url":240,"logo_bg":207,"pricing_model":241,"learning_curve_score":110,"popularity_score":38,"hosting_assignment_type":32,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":245,"subcategory":246,"categories":250,"subcategories":252,"flexibility_score":38,"performance_score":38,"portability_score":38,"is_featured":117,"tags":254,"score_reasonings":271,"published_date":98,"last_updated_date":99},166,"DigitalOcean","digitalocean","Developer-focused cloud platform offering VPS (Droplets), managed Kubernetes, App Platform PaaS, and managed databases. Known for simple pricing and excellent documentation.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fdigitalocean.svg",{"slug":242,"display_name":243,"description":244},"usage_based","Usage-Based","Pricing scales with consumption: API calls, data volume, compute time, or similar metered units.",{"category_id":41,"name":213,"slug":214},{"subcategory_id":247,"name":248,"slug":249},41,"App Hosting","app-hosting",[251],{"category_id":41,"name":213,"slug":214,"is_primary":3,"display_order":72},[253],{"subcategory_id":247,"name":248,"slug":249,"category_id":41,"is_primary":3,"display_order":72},[255,256,257,261,262,266],{"tag_id":51,"name":126,"slug":127,"tag_type":128},{"tag_id":121,"name":122,"slug":123,"tag_type":83},{"tag_id":258,"name":259,"slug":260,"tag_type":83},20,"Auto-scaling","auto-scaling",{"tag_id":226,"name":227,"slug":228,"tag_type":83},{"tag_id":263,"name":264,"slug":265,"tag_type":83},24,"Docker Compatible","docker-compatible",{"tag_id":267,"name":268,"slug":269,"tag_type":270},28,"Web Development","web-development","use_case",{"learning_curve":272,"flexibility":273,"performance":274,"popularity":275,"portability":276},"DigitalOcean is specifically designed for developers rather than enterprise ops teams. The control panel is clean, Droplets launch in under 60 seconds, and App Platform requires no infrastructure knowledge at all. Thousands of community tutorials lower the barrier for beginners.","Offers VPS, PaaS, and managed Kubernetes under one roof, covering most deployment patterns from simple static sites to complex microservices. Custom networking, firewalls, VPC peering, and a full API give teams significant control. Missing serverless functions and some niche managed services limit the ceiling slightly.","NVMe SSDs and dedicated vCPU Droplets deliver competitive single-tenant performance. The 99.99% uptime SLA holds in practice per benchmark studies. Lacks the global edge network density of Cloudflare or the ultra-low-latency primitives of AWS.","Consistently ranks in the top 5 cloud providers for developer and startup usage. Strong presence on StackOverflow, Reddit, and developer surveys. Over 600,000 active customers as of 2024. Widely used as a first production cloud by self-taught developers.","Standard Linux VMs and Docker\u002FKubernetes workloads migrate freely to any other cloud or bare metal. No proprietary runtime lock-in. Spaces is S3-compatible. App Platform lock-in is higher — migrating away requires containerizing or adapting the build pipeline.",{"tool_id":278,"name":279,"slug":280,"tooltip_description":281,"logo_url":282,"logo_bg":207,"pricing_model":283,"learning_curve_score":110,"popularity_score":35,"hosting_assignment_type":32,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":284,"subcategory":285,"categories":286,"subcategories":288,"flexibility_score":35,"performance_score":35,"portability_score":35,"is_featured":117,"tags":290,"score_reasonings":293,"published_date":98,"last_updated_date":99},169,"Hostinger","hostinger","Affordable web hosting with shared, cloud, and agency plans plus KVM VPS, on LiteSpeed servers with NVMe storage and the beginner-friendly hPanel control panel.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fhostinger.svg",{"slug":209,"display_name":210,"description":211},{"category_id":41,"name":213,"slug":214},{"subcategory_id":216,"name":217,"slug":218},[287],{"category_id":41,"name":213,"slug":214,"is_primary":3,"display_order":72},[289],{"subcategory_id":216,"name":217,"slug":218,"category_id":41,"is_primary":3,"display_order":72},[291,292],{"tag_id":51,"name":126,"slug":127,"tag_type":128},{"tag_id":267,"name":268,"slug":269,"tag_type":270},{"learning_curve":294,"flexibility":295,"performance":296,"popularity":297,"portability":298},"Shared hosting on Hostinger is genuinely beginner-accessible — hPanel, one-click WordPress, and the Kodee AI assistant reduce the complexity of common tasks to a few clicks. VPS plans require Linux and SSH familiarity to get full value, but the guided setup and AI assistant lower the barrier compared to raw VPS providers like Hetzner.","Shared hosting is intentionally constrained — you run within Hostinger's stack and cannot change the server environment. VPS plans give full root access and can run any Linux workload. The range from shared to VPS covers most beginner-to-intermediate deployment needs, but there is no managed Kubernetes, serverless, or edge compute option.","LiteSpeed with NVMe SSD and built-in caching delivers strong performance for shared hosting — independent benchmarks show sub-1-second load times and 99.96%+ uptime on shared plans. KVM VPS performance is competitive for the price. Not at the level of dedicated cloud providers like DigitalOcean or Hetzner for compute-intensive workloads.","Hostinger is one of the top three most-recommended budget hosts globally, with over 3 million customers and a 4.7\u002F5 Trustpilot score. It dominates beginner and bootstrapper audiences and appears consistently in 'best cheap hosting' roundups. Less visible in developer-tool and startup-stack communities compared to cloud-native platforms.","Shared hosting creates moderate lock-in via hPanel and Hostinger-specific tooling, though WordPress sites can be migrated via standard exports. VPS instances are standard KVM Linux — fully portable to any other VPS provider. No proprietary runtime or framework dependencies on the VPS side.",{"tool_id":300,"name":301,"slug":302,"tooltip_description":303,"logo_url":304,"logo_bg":56,"pricing_model":305,"learning_curve_score":38,"popularity_score":41,"hosting_assignment_type":32,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":306,"subcategory":307,"categories":310,"subcategories":312,"flexibility_score":41,"performance_score":41,"portability_score":35,"is_featured":117,"tags":314,"score_reasonings":326,"published_date":98,"last_updated_date":99},50,"Amazon Web Services","aws","World's largest cloud platform with 200+ services. Market leader in infrastructure as a service (IaaS) and platform as a service (PaaS).","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Faws.png",{"slug":242,"display_name":243,"description":244},{"category_id":41,"name":213,"slug":214},{"subcategory_id":51,"name":308,"slug":309},"Cloud Providers","cloud-providers",[311],{"category_id":41,"name":213,"slug":214,"is_primary":3,"display_order":72},[313],{"subcategory_id":51,"name":308,"slug":309,"category_id":41,"is_primary":3,"display_order":72},[315,319,320,321,322],{"tag_id":316,"name":317,"slug":318,"tag_type":83},14,"Serverless","serverless",{"tag_id":258,"name":259,"slug":260,"tag_type":83},{"tag_id":226,"name":227,"slug":228,"tag_type":83},{"tag_id":263,"name":264,"slug":265,"tag_type":83},{"tag_id":323,"name":324,"slug":325,"tag_type":270},36,"CI\u002FCD","ci-cd",{"learning_curve":327,"flexibility":328,"performance":329,"portability":330,"popularity":331},"Vast service catalog; IAM, VPC, and networking alone can take months to master.","Hundreds of composable services with full IaC support; virtually unlimited architectural freedom.","Global infrastructure; EC2, Lambda, and CloudFront deliver performance at any scale.","Broad API surface and proprietary services create meaningful lock-in; migration is possible but costly.","Market-leading cloud provider; used by the majority of production deployments globally.",{"tool_id":333,"name":334,"slug":335,"tooltip_description":336,"logo_url":337,"logo_bg":56,"pricing_model":338,"learning_curve_score":35,"popularity_score":35,"hosting_assignment_type":32,"hosting_provider_restriction":62,"hosting_target_restriction":62,"hosting_compatible_tool_ids":32,"parent_tool_id":32,"category":339,"subcategory":340,"categories":341,"subcategories":343,"flexibility_score":41,"performance_score":41,"portability_score":35,"is_featured":117,"tags":345,"score_reasonings":354,"published_date":98,"last_updated_date":99},51,"Google Cloud Platform","gcp","Google's cloud platform with strong data, analytics, AI, and Kubernetes capabilities. The third-largest cloud provider, after AWS and Azure.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fgcp.svg",{"slug":242,"display_name":243,"description":244},{"category_id":41,"name":213,"slug":214},{"subcategory_id":51,"name":308,"slug":309},[342],{"category_id":41,"name":213,"slug":214,"is_primary":3,"display_order":72},[344],{"subcategory_id":51,"name":308,"slug":309,"category_id":41,"is_primary":3,"display_order":72},[346,347,348,349,350,351],{"tag_id":121,"name":122,"slug":123,"tag_type":83},{"tag_id":316,"name":317,"slug":318,"tag_type":83},{"tag_id":258,"name":259,"slug":260,"tag_type":83},{"tag_id":226,"name":227,"slug":228,"tag_type":83},{"tag_id":263,"name":264,"slug":265,"tag_type":83},{"tag_id":67,"name":352,"slug":353,"tag_type":270},"Machine Learning","machine-learning",{"learning_curve":355,"flexibility":356,"performance":357,"portability":358,"popularity":359},"Slightly more approachable than AWS; BigQuery and Cloud Run have excellent documentation.","Deep service catalog; Cloud Run, GKE, and BigQuery combine freely for any architecture.","BigQuery's columnar engine handles petabyte queries in seconds; Cloud Run scales fast.","Similar to AWS; proprietary managed services create meaningful switching costs.","Strong in data and AI workloads; second or third cloud by market share in most segments.",{"hetzner":361,"digitalocean":362,"hostinger":363,"aws":364,"gcp":365},"The default: a flat-rate root VPS whose entry instance has 4 GB of memory for around €4-5\u002Fmo, Superset's starting size, and 8 GB instances, the size community admins report for a moderately used instance, cost around €8-10\u002Fmo. PostgreSQL and Redis fit on the same server.","A root Droplet with snapshots and a cloud firewall in the panel: about $24\u002Fmo for 4 GB or $48\u002Fmo for 8 GB. Managed PostgreSQL (from about $15\u002Fmo) can hold the metadata database with automated backups, which Superset's own docs say the default Compose volume doesn't have.","The budget VPS in the list: the entry KVM plan (about $6.50\u002Fmo on a two-year term) has 4 GB, and the next plan 8 GB for about $9\u002Fmo, both on two-year terms with higher renewals. The cheapest way to reach the moderate-instance size, with fewer regions than the larger providers.","An EC2 instance at roughly $30-70\u002Fmo for 4-8 GB. It makes sense once dashboards sit inside a VPC next to the warehouse they query, such as Redshift or RDS; RDS can hold the metadata database, and EKS runs the Helm chart the project recommends for production.","A Compute Engine instance at roughly $30-70\u002Fmo for 4-8 GB, worth it when Superset queries BigQuery over private paths. 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Self-hosting replaces the per-seat bill with a fixed server and keeps dashboard definitions, query text, and user records on your infrastructure, with no feature caps in the open-source edition. The trade is running the services, backups, and upgrades yourself.",{"question":784,"answer":785},"What does the server need to run?","Superset publishes no hard minimum. Its own FAQ relays community admins finding 8 GB of memory and 2 vCPUs adequate for a moderately sized instance, and the web server, worker, beat, Redis, and PostgreSQL together want 4 GB to start. 20-40 GB of SSD covers the metadata database and logs. Concurrent queries, not viewers, set the real limit, so size up when many long queries run at once.",{"question":787,"answer":788},"Superset Self-Hosted or Metabase Self-Hosted?","Both are self-hosted open-source BI. Metabase is the lighter operation, one container plus a database, and the friendlier UI for non-analysts. 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Redis is what keeps it that way: it caches query results so repeated dashboards don't re-run their SQL, and it's the Celery broker behind alerts, reports, and asynchronous queries. A small instance serves a team's daily dashboards comfortably; when many long SQL queries overlap, scale the web server and Celery workers first, since the metadata database is rarely what runs out.",{"summary":796,"starting_cost_label":797,"has_free_tier":3,"line_items":798},"Superset, PostgreSQL, Redis, and Docker are all free; the recurring cost is the server, 4 GB to start and 8 GB for moderate use, at $6-50\u002Fmo on a VPS. 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