{"id":"cmrbs28hp01w7kr37mley7pc7","slug":"hadoop-vs-databricks)","title":"Hadoop vs Databricks","shortAnswer":"Hadoop is a self-managed, open-source distributed computing framework requiring significant infrastructure expertise, while Databricks is a managed cloud platform built on Apache Spark with built-in collaboration, MLOps, and governance tools. Databricks eliminates much of Hadoop's operational complexity but at a higher cost.","keyDifferences":[{"label":"Deployment Model","winner":"b","entityAValue":"Self-managed on-premises or IaaS","entityBValue":"Fully managed SaaS (AWS, Azure, GCP)"},{"label":"Processing Engine","winner":"b","entityAValue":"MapReduce (batch-oriented, 2-10x slower than Spark)","entityBValue":"Apache Spark (in-memory, 100x faster for iterative workloads)"},{"label":"Setup Time","winner":"b","entityAValue":"4-8 weeks for production cluster","entityBValue":"15 minutes to launch workspace"},{"label":"Total Cost of Ownership (per 100TB/year)","winner":"b","entityAValue":"$180,000-$250,000 (hardware + ops staff)","entityBValue":"$120,000-$180,000 (compute + storage + licensing)"},{"label":"Data Governance Features","winner":"b","entityAValue":"Minimal (requires third-party tools like Apache Ranger)","entityBValue":"Native (Unity Catalog with row/column-level access control)"},{"label":"Real-time SQL Query Support","winner":"b","entityAValue":"Limited (Hive queries often >30 seconds on cold data)","entityBValue":"Native (sub-second queries with Photon engine)"},{"label":"Community & Enterprise Support","winner":"tie","entityAValue":"Large open-source community; enterprise support via Cloudera/Hortonworks","entityBValue":"Vendor-backed (Databricks Inc.) with dedicated support SLAs"}],"verdict":"Choose Hadoop if you have legacy systems deeply integrated with HDFS, need maximum cost control for commodity hardware, or operate entirely on-premises with strict data residency requirements. Choose Databricks if you prioritize time-to-value, need collaborative analytics with built-in ML/BI tools, or want modern governance—it pays for itself through reduced ops overhead and 3-5x faster time-to-insight for most enterprises.","category":"software","entities":[{"id":"cmqhv2z230041mpke1wpzmw3h","slug":"apache-hadoop","name":"Apache Hadoop","shortDesc":"Open-source distributed computing framework using MapReduce and HDFS for batch processing","imageUrl":null,"entityType":"software","position":0,"pros":["100% open-source with no licensing fees after infrastructure investment","Complete control over data placement and cluster configuration","Mature ecosystem (10+ years production usage at scale)","Works on commodity hardware (cost-effective at massive scale >1000 nodes)","HDFS provides fault tolerance across 1000+ nodes with replication factor 3"],"cons":["Requires 4-8 weeks of DevOps/Hadoop expertise to deploy and tune production clusters","MapReduce is 2-10x slower than Spark for iterative ML workloads","Complex security model requires Apache Ranger/Kerberos integration for governance"],"bestFor":"Organizations with existing Hadoop investments, on-premises requirements, and dedicated data infrastructure teams managing 500+ nodes"},{"id":"cmpp6gsst01v8v4d8lag724u6","slug":"databricks","name":"Databricks","shortDesc":"Managed cloud analytics platform built on Apache Spark with native collaboration, MLOps, and governance","imageUrl":"https://upload.wikimedia.org/wikipedia/commons/thumb/f/fd/DatabricksBooth.jpg/330px-DatabricksBooth.jpg","entityType":"products","position":1,"pros":["Fully managed infrastructure—no cluster management or patching required","Apache Spark engine processes most workloads 10-100x faster than Hadoop MapReduce","Unified analytics workspace combines SQL, Python, R, Scala in collaborative notebooks","Native Unity Catalog provides row/column-level access control and data lineage tracking","Built-in MLflow for ML model versioning, tracking, and deployment across teams","Auto-scaling compute (5-30 minute provisioning) matches workload demand automatically"],"cons":["$0.25-$0.50 per DBU/hour adds $150,000-$300,000+ annually for moderate workloads (vs. fixed Hadoop capex)","Lock-in to cloud provider (AWS, Azure, or GCP)—data portability requires migration effort","Smaller open-source ecosystem compared to pure Hadoop; less third-party tool compatibility"],"bestFor":"Mid-market to enterprise teams needing rapid deployment, collaborative analytics, built-in ML capabilities, and integrated governance—particularly those already using cloud infrastructure"}],"attributes":[{"id":"cmqkmuldv002btu4cazl4p14m","slug":"total-cost-of-ownership-5-years-100tb-","name":"Total Cost of Ownership (5 years, 100TB)","unit":"USD","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$1,200,000-$1,800,000","valueNumber":1500000,"valueBoolean":null}]},{"id":"cmmxr8dwg01q3lh9ey93t7h6q","slug":"setup-time","name":"Setup Time","unit":"minutes","category":"Ease of Use","dataType":"text","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"28-84 days","valueNumber":56,"valueBoolean":null}]},{"id":"cmqkmulef002ntu4c0ooxp6n8","slug":"required-it-staff-fte-","name":"Required IT Staff (FTE)","unit":"people","category":"Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"5-10 FTE","valueNumber":7,"valueBoolean":null}]},{"id":"cmqkmulen002ttu4cyo1mrjri","slug":"data-access-latency","name":"Data Access Latency","unit":"milliseconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"20-50 ms","valueNumber":35,"valueBoolean":null}]},{"id":"cmnbmr8lf015hslg4puooabfw","slug":"scalability-limit","name":"Scalability Limit","unit":"petabytes","category":"Capacity","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Limited by cluster (typically 10-100 PB)","valueNumber":50,"valueBoolean":null}]},{"id":"cmqkmulf30035tu4c2pqkc1q1","slug":"scale-up-time","name":"Scale-Up Time","unit":"hours","category":"Scalability","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"24-72 hours","valueNumber":48,"valueBoolean":null}]},{"id":"cmqkmulfb003btu4crfj0a7j8","slug":"availability-sla","name":"Availability SLA","unit":"percent uptime","category":"Reliability","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"95-99% (cluster-dependent)","valueNumber":97,"valueBoolean":null}]},{"id":"cmqkmulfi003htu4cymvtdz6l","slug":"storage-cost-monthly-100tb-","name":"Storage Cost (monthly, 100TB)","unit":"USD","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$12,500-$25,000","valueNumber":18750,"valueBoolean":null}]},{"id":"cmqhv2z2t004ampke6qsqimc8","slug":"processing-latency","name":"Processing Latency","unit":"milliseconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"180-3600 seconds","valueNumber":1800,"valueBoolean":null}]},{"id":"cmqhv2z33004gmpkee025xhqk","slug":"throughput-records-second-","name":"Throughput (Records/Second)","unit":"million records/sec","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"100K-500K","valueNumber":250000,"valueBoolean":null}]},{"id":"cmqhv2z3e004mmpke8wkxgo8r","slug":"memory-usage-per-node","name":"Memory Usage per Node","unit":"GB","category":"Resource Efficiency","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"8-32 GB","valueNumber":16,"valueBoolean":null}]},{"id":"cmqhv2z3m004smpkebitb5wcs","slug":"minimum-cluster-size","name":"Minimum Cluster Size","unit":"nodes","category":"Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"3-5 nodes","valueNumber":4,"valueBoolean":null}]},{"id":"cmqgkhrqb002kd5qlu95ftzza","slug":"supported-languages","name":"Supported Languages","unit":"count","category":"Accessibility","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"2 (Java, Scala)","valueNumber":2,"valueBoolean":null}]},{"id":"cmqhv2z420054mpkej7kuo2zm","slug":"fault-tolerance-mechanism","name":"Fault Tolerance Mechanism","unit":null,"category":"Reliability","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Task re-execution + HDFS replication","valueNumber":null,"valueBoolean":null}]},{"id":"cmqhv2z4a005ampke3ipnrh6b","slug":"github-stars-2025-","name":"GitHub Stars (2025)","unit":"stars","category":"Community","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"12.4K","valueNumber":12400,"valueBoolean":null}]},{"id":"cmqhv2z4i005gmpkeh7jmva5x","slug":"optimal-dataset-size","name":"Optimal Dataset Size","unit":"GB minimum","category":"Use Case","dataType":"number","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"100+ GB batches","valueNumber":100,"valueBoolean":null}]},{"id":"cmqqfa3g2001h6jhiith0f4h5","slug":"processing-speed-same-1tb-dataset-","name":"Processing Speed (Same 1TB dataset)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"300-600 seconds (disk-based)","valueNumber":450,"valueBoolean":null}]},{"id":"cmqpehdfs005dw8ed3ehtoz2g","slug":"initial-setup-time-to-production","name":"Initial Setup Time to Production","unit":"weeks","category":"Deployment","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"8-12 weeks","valueNumber":10,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"1-2 weeks","valueNumber":1.5,"valueBoolean":null,"winner":true}]},{"id":"cmqpehdg3005jw8edwk36ogoo","slug":"processing-speed-vs-mapreduce-baseline","name":"Processing Speed vs MapReduce Baseline","unit":"times faster","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"1x (baseline)","valueNumber":1,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"10-100x faster","valueNumber":50,"valueBoolean":null,"winner":true}]},{"id":"cmqpehdgc005pw8edfaek0599","slug":"monthly-cost-100gb-monthly-data-ingestion-1-000-compute-hours-","name":"Monthly Cost (100GB monthly data ingestion, 1,000 compute hours)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$2,500-5,000 (infrastructure only)","valueNumber":3750,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$550-850","valueNumber":700,"valueBoolean":null,"winner":true}]},{"id":"cmqpehdgk005vw8ed2841e3ky","slug":"required-team-skills-fte-equivalents-for-operations-","name":"Required Team Skills (FTE equivalents for operations)","unit":"FTE","category":"Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"2-3 dedicated engineers","valueNumber":2.5,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"0.25 (minimal management)","valueNumber":0.25,"valueBoolean":null,"winner":true}]},{"id":"cmqpehdgt0061w8edv89f135x","slug":"sql-query-standards-compliance","name":"SQL Query Standards Compliance","unit":"% ANSI SQL support","category":"Features","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Hive SQL (65% ANSI)","valueNumber":65,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Full ANSI SQL (100%)","valueNumber":100,"valueBoolean":null,"winner":true}]},{"id":"cmqpehdh20067w8ed7izqtcyu","slug":"query-latency-median-standard-etl-workload-","name":"Query Latency (median, standard ETL workload)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"45-120 seconds","valueNumber":82,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"3.5-8 seconds","valueNumber":5,"valueBoolean":null,"winner":true}]},{"id":"cmqpehdha006dw8edl2aanl7z","slug":"built-in-collaboration-tools-notebooks-dashboards-repos-","name":"Built-in Collaboration Tools (notebooks, dashboards, repos)","unit":"count","category":"Features","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"0 (requires third-party)","valueNumber":0,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Notebooks, Dashboards, SQL Editor, Repos, MLflow","valueNumber":5,"valueBoolean":null,"winner":true}]},{"id":"cmouquue7000zsuus3cqooi9a","slug":"community-size-github-stars-","name":"Community Size (GitHub Stars)","unit":"stars","category":"Community","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"13,500 stars (hadoop/hadoop)","valueNumber":13500,"valueBoolean":null,"winner":true},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"8,200 stars (databricks/databricks-cli)","valueNumber":8200,"valueBoolean":null,"winner":false}]},{"id":"cmqpehwtk007bw8edmxp4ovda","slug":"time-to-query-1tb-dataset","name":"Time to Query 1TB Dataset","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"10-30 seconds (with Spark)","valueNumber":20,"valueBoolean":null}]},{"id":"cmqpehwtx007hw8edtv7rxj4n","slug":"infrastructure-cost-annual-50tb-dataset-","name":"Infrastructure Cost (Annual, 50TB dataset)","unit":"USD","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$150,000-$250,000","valueNumber":200000,"valueBoolean":null}]},{"id":"cmqpehwu6007nw8ed4ugubipz","slug":"infrastructure-cost-annual-500tb-dataset-","name":"Infrastructure Cost (Annual, 500TB dataset)","unit":"USD","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$200,000-$400,000","valueNumber":300000,"valueBoolean":null}]},{"id":"cmqd6w0ql00738hw3c55u9g5p","slug":"setup-time-to-first-query","name":"Setup Time to First Query","unit":"minutes","category":"Ease of Use","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"30-90 days (cluster + network + security)","valueNumber":60,"valueBoolean":null}]},{"id":"cmqpehwup007zw8ed66e6gbfk","slug":"maximum-unstructured-data-support","name":"Maximum Unstructured Data Support","unit":"% of typical use cases","category":"Capability","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"90% (native HDFS support for any file type)","valueNumber":90,"valueBoolean":null}]},{"id":"cmqpehwuy0085w8edzi1mxzzg","slug":"admin-devops-time-required-monthly-","name":"Admin/DevOps Time Required (Monthly)","unit":"hours","category":"Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"40-80 hours (patching, monitoring, scaling)","valueNumber":60,"valueBoolean":null}]},{"id":"cmq85t68m000phy7ae1n4zxk0","slug":"data-residency-control","name":"Data Residency Control","unit":null,"category":"Compliance","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Complete (on-premises or self-managed cloud)","valueNumber":null,"valueBoolean":null}]},{"id":"cmqpehwvi008hw8ed9a7dt44y","slug":"maximum-query-parallelism","name":"Maximum Query Parallelism","unit":"number of nodes","category":"Scalability","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"10,000+ (custom hardware limits)","valueNumber":10000,"valueBoolean":null}]},{"id":"cmqpf2t3p00i3w8edks76bpif","slug":"processing-speed-average-query-","name":"Processing Speed (Average Query)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"300-600 seconds","valueNumber":450,"valueBoolean":null}]},{"id":"cmqpf2t4a00i9w8ed0lz9qa8m","slug":"memory-requirement-per-node-","name":"Memory Requirement (Per Node)","unit":"GB","category":"Infrastructure","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"4-8 GB","valueNumber":6,"valueBoolean":null}]},{"id":"cmqach7gc000v12ffdaarhrzz","slug":"first-release","name":"First Release","unit":"year","category":"History","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"2011","valueNumber":2011,"valueBoolean":null}]},{"id":"cmngdxbu400dh9t3stnrebgr1","slug":"supported-programming-languages","name":"Supported Programming Languages","unit":"languages","category":"Language Support","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Java, Scala","valueNumber":2,"valueBoolean":null}]},{"id":"cmqpf2t5c00irw8edxi3zafr7","slug":"real-time-streaming-capability","name":"Real-time Streaming Capability","unit":"latency (ms)","category":"Features","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Not supported","valueNumber":null,"valueBoolean":null}]},{"id":"cmqpf2t5t00ixw8ed740fvru9","slug":"market-adoption-by-fortune-500","name":"Market Adoption by Fortune 500","unit":"percent","category":"Industry","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"35%","valueNumber":35,"valueBoolean":null}]},{"id":"cmqpf2t6800j3w8edu009hqwd","slug":"typical-cluster-cost-100-node-setup-","name":"Typical Cluster Cost (100-node setup)","unit":"USD annual","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$180,000-250,000","valueNumber":215000,"valueBoolean":null}]},{"id":"cmqn73d8a0035pji0x9d77s01","slug":"fault-tolerance-method","name":"Fault Tolerance Method","unit":"mechanism","category":"Reliability","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Replication (3x copies)","valueNumber":null,"valueBoolean":null}]},{"id":"cmospl6xj000nr1eh8pwygdid","slug":"initial-setup-time","name":"Initial Setup Time","unit":"minutes","category":"User Experience","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"4-12 weeks","valueNumber":8,"valueBoolean":null}]},{"id":"cmqpiwblu001jsmlfq8vve7nk","slug":"query-latency-1tb-scan-","name":"Query Latency (1TB scan)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"120-300 seconds","valueNumber":210,"valueBoolean":null}]},{"id":"cmqpiwbma001psmlfdxr3lpj0","slug":"total-cost-of-ownership-100tb-year-","name":"Total Cost of Ownership (100TB/year)","unit":"USD","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$150,000-$400,000","valueNumber":275000,"valueBoolean":null}]},{"id":"cmqpiwbmo001vsmlfw0loemp1","slug":"team-expertise-required","name":"Team Expertise Required","unit":"months to proficiency","category":"Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"6-12 months","valueNumber":9,"valueBoolean":null}]},{"id":"cmqpiwbn20021smlfa2e81xt8","slug":"supported-processing-models","name":"Supported Processing Models","unit":"count","category":"Flexibility","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"4+ (batch, streaming, graph, ML)","valueNumber":4,"valueBoolean":null}]},{"id":"cmqpiwbnm0027smlf0slt1xjy","slug":"data-storage-capacity","name":"Data Storage Capacity","unit":"PB","category":"Scalability","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Unlimited (cluster-dependent)","valueNumber":null,"valueBoolean":null}]},{"id":"cmozkbxx70015120noq3qkyid","slug":"vendor-lock-in-risk","name":"Vendor Lock-in Risk","unit":"risk level","category":"Flexibility","dataType":"text","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Low (portable open-source)","valueNumber":null,"valueBoolean":null}]},{"id":"cmqbs9qz9000izre2h2uleh57","slug":"initial-deployment-time","name":"Initial Deployment Time","unit":"weeks","category":"Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"4-8 weeks","valueNumber":6,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"0.25 weeks (15 minutes)","valueNumber":0.25,"valueBoolean":null,"winner":true}]},{"id":"cmrbs28ig01wjkr37vffhhkaq","slug":"processing-speed-iterative-ml-","name":"Processing Speed (Iterative ML)","unit":"x relative to baseline","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"1x (MapReduce baseline)","valueNumber":1,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"50-100x faster (Spark + Photon)","valueNumber":75,"valueBoolean":null,"winner":true}]},{"id":"cmrbs28ip01wpkr3799huwfuj","slug":"sql-query-latency-100gb-dataset-","name":"SQL Query Latency (100GB dataset)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"15-45 seconds (Hive)","valueNumber":30,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"0.5-3 seconds (Photon)","valueNumber":1.5,"valueBoolean":null,"winner":true}]},{"id":"cmrbs28iy01wvkr37cnaljkac","slug":"annual-cost-100tb-year-5-node-baseline-","name":"Annual Cost (100TB/year, 5-node baseline)","unit":"USD thousands","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"$180,000-$250,000","valueNumber":215,"valueBoolean":null,"winner":false},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$120,000-$180,000","valueNumber":150,"valueBoolean":null,"winner":true}]},{"id":"cmrbs28j801x1kr37xcnz879c","slug":"native-row-column-level-access-control","name":"Native Row/Column-Level Access Control","unit":"supported","category":"Governance","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"No (requires Ranger)","valueNumber":null,"valueBoolean":null},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Yes (Unity Catalog native)","valueNumber":null,"valueBoolean":null}]},{"id":"cmrbs28jh01x7kr375swkag7a","slug":"cluster-auto-scaling-capability","name":"Cluster Auto-scaling Capability","unit":"supported","category":"Operations","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Manual (requires YARN configuration)","valueNumber":null,"valueBoolean":null},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Automatic (5-30 min provisioning)","valueNumber":null,"valueBoolean":null}]},{"id":"cmrbs28jr01xdkr3797qtotp7","slug":"collaborative-notebooks-with-version-control","name":"Collaborative Notebooks with Version Control","unit":"native support","category":"Collaboration","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"No (requires Jupyter/Git separately)","valueNumber":null,"valueBoolean":null},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Yes (built-in with Git integration)","valueNumber":null,"valueBoolean":null}]},{"id":"cmr067vgb002pp3l1l6zrm62a","slug":"on-premises-deployment-option","name":"On-Premises Deployment Option","unit":"supported","category":"Deployment","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmqhv2z230041mpke1wpzmw3h","valueText":"Yes (full control)","valueNumber":null,"valueBoolean":null},{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"No (cloud-only)","valueNumber":null,"valueBoolean":null}]},{"id":"cmpp5z3ma0123v4d8ion4lgsc","slug":"starting-monthly-cost","name":"Starting Monthly Cost","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$1,500-$4,000","valueNumber":2750,"valueBoolean":null}]},{"id":"cmpi7k2pv004xo8nls14f2coq","slug":"setup-time","name":"Setup Time","unit":"minutes","category":"User Experience","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"3-7 days","valueNumber":5,"valueBoolean":null}]},{"id":"cmpp6gveh01vvv4d8c42yyg6d","slug":"query-performance-tpc-ds","name":"Query Performance (TPC-DS)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"18-25","valueNumber":21,"valueBoolean":null}]},{"id":"cmpp6gw1w01w1v4d83k5tndw9","slug":"ml-ai-integration-score","name":"ML/AI Integration Score","unit":"out of 10","category":"Capabilities","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"9/10","valueNumber":9,"valueBoolean":null}]},{"id":"cmpp6gwpb01w7v4d8fs3ovgfi","slug":"global-enterprise-customers","name":"Global Enterprise Customers","unit":"count (2026)","category":"Market Position","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"6,500+","valueNumber":6500,"valueBoolean":null}]},{"id":"cmpp6gxcr01wdv4d8cxe0k3qo","slug":"supported-data-formats","name":"Supported Data Formats","unit":"types","category":"Flexibility","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"All formats (Delta, Parquet, Images, Videos, Audio)","valueNumber":null,"valueBoolean":null}]},{"id":"cmpp6gy0501wjv4d82cbdl6i6","slug":"data-sharing-standard","name":"Data Sharing Standard","unit":"technology","category":"Features","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Delta Sharing (open standard)","valueNumber":null,"valueBoolean":null}]},{"id":"cmpp6gynf01wpv4d8dt5yodvc","slug":"multi-language-support","name":"Multi-Language Support","unit":"languages","category":"Development","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"SQL, Python, Scala, R, Java","valueNumber":null,"valueBoolean":null}]},{"id":"cmqiy71lz004dmzvh59n5z4xi","slug":"supported-cloud-platforms","name":"Supported Cloud Platforms","unit":null,"category":"Infrastructure","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"AWS, Azure, GCP","valueNumber":3,"valueBoolean":null}]},{"id":"cmqiy71me004jmzvhjofjdh6t","slug":"starting-compute-cost-per-hour-","name":"Starting Compute Cost (per hour)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$0.30 (1 DBU compute)","valueNumber":0.3,"valueBoolean":null}]},{"id":"cmqiy71ms004pmzvh1cta0645","slug":"pre-built-automl-models","name":"Pre-built AutoML Models","unit":"models","category":"ML Features","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"12+ model families via AutoML","valueNumber":12,"valueBoolean":null}]},{"id":"cmqiy71nf004vmzvhc5rs52gg","slug":"real-time-notebook-collaboration-users","name":"Real-Time Notebook Collaboration Users","unit":"concurrent users","category":"Collaboration","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Unlimited simultaneous editing","valueNumber":null,"valueBoolean":null}]},{"id":"cmqiy71nt0051mzvhzy4qw4y6","slug":"native-aws-service-integrations","name":"Native AWS Service Integrations","unit":"services","category":"Integrations","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"15+ (S3, RDS, Kinesis)","valueNumber":15,"valueBoolean":null}]},{"id":"cmqiy71o30057mzvh1q3fw4ty","slug":"delta-lake-support","name":"Delta Lake Support","unit":null,"category":"Data Architecture","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Native Delta Lake engine","valueNumber":null,"valueBoolean":null}]},{"id":"cmqiy71oe005dmzvh2h2bs5ss","slug":"training-job-spot-instance-discount","name":"Training Job Spot Instance Discount","unit":"%","category":"Cost Optimization","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Up to 70% savings","valueNumber":70,"valueBoolean":null}]},{"id":"cmqiy71on005jmzvh320fz6f1","slug":"sql-query-performance-sample-1tb-table-","name":"SQL Query Performance (sample 1TB table)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"8-15 (native optimizations)","valueNumber":12,"valueBoolean":null}]},{"id":"cmql64e59002b4o127axvwded","slug":"initial-licensing-cost","name":"Initial Licensing Cost","unit":"USD","category":"Cost","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$2,000-$15,000/month","valueNumber":null,"valueBoolean":null}]},{"id":"cmqd4sa5u000o8hw3o05ld3jc","slug":"setup-time-to-production","name":"Setup Time to Production","unit":"minutes","category":"Deployment","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"1-2 weeks","valueNumber":1.5,"valueBoolean":null}]},{"id":"cmql64e5y002n4o1229h8j7oj","slug":"cluster-management-required","name":"Cluster Management Required","unit":"hours/month","category":"Operations","dataType":"text","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Minimal (<5 hours/month)","valueNumber":5,"valueBoolean":null}]},{"id":"cmql64e6l002z4o12jgdt7cin","slug":"users-per-collaborative-project","name":"Users Per Collaborative Project","unit":"concurrent users","category":"Collaboration","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Unlimited with real-time sync","valueNumber":null,"valueBoolean":null}]},{"id":"cmql64e6w00354o12dtoq8xp3","slug":"built-in-security-features","name":"Built-in Security Features","unit":null,"category":"Security","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"6+ (SSO, RBAC, audit logging, IP controls, encryption, workspace isolation)","valueNumber":6,"valueBoolean":null}]},{"id":"cmqg58okb005gw2p8raojc0a0","slug":"supported-data-formats","name":"Supported Data Formats","unit":"formats","category":"Compatibility","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"All Spark formats + native Delta Lake optimization","valueNumber":null,"valueBoolean":null}]},{"id":"cmngdxgir00ef9t3sk105itqi","slug":"community-size","name":"Community Size","unit":"users","category":"Community","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"8,000+ questions","valueNumber":8000,"valueBoolean":null}]},{"id":"cmqo4wtgg003rdj1hokvnpa88","slug":"starting-monthly-cost-small-team-","name":"Starting Monthly Cost (Small Team)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$500-2,000","valueNumber":1250,"valueBoolean":null}]},{"id":"cmqo4wth1003xdj1hf1wyb8wv","slug":"sql-standard-compliance-level","name":"SQL Standard Compliance Level","unit":"null","category":"Query Capability","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"ANSI SQL with Spark extensions","valueNumber":null,"valueBoolean":null}]},{"id":"cmqo4wthn0043dj1hipo4jd4g","slug":"supported-data-connectors","name":"Supported Data Connectors","unit":"count","category":"Integration","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"15+ native connectors","valueNumber":15,"valueBoolean":null}]},{"id":"cmqo4wti10049dj1h5kmyqt2o","slug":"enterprise-sla-uptime","name":"Enterprise SLA Uptime","unit":"percent","category":"Reliability","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"99.9%","valueNumber":99.9,"valueBoolean":null}]},{"id":"cmqo4wtie004fdj1hmrrzxnyn","slug":"native-ml-ai-features","name":"Native ML/AI Features","unit":"null","category":"AI/ML Capabilities","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"MLflow, Feature Store, AutoML included","valueNumber":null,"valueBoolean":null}]},{"id":"cmqo4wtiv004ldj1hpgiph7tn","slug":"data-consolidation-required","name":"Data Consolidation Required","unit":"null","category":"Architecture","dataType":"text","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Yes, into Delta Lake","valueNumber":null,"valueBoolean":null}]},{"id":"cmqo4wtj3004rdj1htg0ncl9k","slug":"average-query-latency-analytical-","name":"Average Query Latency (Analytical)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"1-5 seconds (on cached data)","valueNumber":3,"valueBoolean":null}]},{"id":"cmqo4wtjb004xdj1hum0ihyba","slug":"time-to-deploy-basic-setup-","name":"Time to Deploy (Basic Setup)","unit":"days","category":"Implementation","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"3-7 days","valueNumber":5,"valueBoolean":null}]},{"id":"cmqo9qhz6005hrragi9kep9x5","slug":"monthly-starting-cost","name":"Monthly Starting Cost","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$600-900","valueNumber":750,"valueBoolean":null}]},{"id":"cmqo9qhzn005nrragy10lv6mp","slug":"apache-spark-query-performance-boost","name":"Apache Spark Query Performance Boost","unit":"x faster vs open-source","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"10x (Photon engine)","valueNumber":10,"valueBoolean":null}]},{"id":"cmqo9qi01005trrag70qlkh2n","slug":"available-services","name":"Available Services","unit":"services","category":"Platform Capabilities","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"25+ integrated","valueNumber":25,"valueBoolean":null}]},{"id":"cmqnypery005dajkh0qxhsuiu","slug":"multi-cloud-support","name":"Multi-Cloud Support","unit":"cloud providers","category":"Flexibility","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"AWS, Azure, GCP","valueNumber":3,"valueBoolean":null}]},{"id":"cmqo9qi0p0065rrag5q0lbc76","slug":"bigquery-equivalent-query-speed-1tb-dataset-","name":"BigQuery/Equivalent Query Speed (1TB dataset)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"15-30 sec (via Databricks SQL)","valueNumber":22.5,"valueBoolean":null}]},{"id":"cmqcvrsj60067140p8xssnfst","slug":"organizations-using-platform","name":"Organizations Using Platform","unit":"count (thousands)","category":"Enterprise Adoption","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"30,000+","valueNumber":30,"valueBoolean":null}]},{"id":"cmqo9qi1d006hrragbudtkoxl","slug":"native-ml-pipeline-integration","name":"Native ML Pipeline Integration","unit":"rating","category":"AI/ML","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"MLflow + Databricks Intelligence Engine (built-in)","valueNumber":null,"valueBoolean":null}]},{"id":"cmqo9qi1p006nrraggzsxcl8v","slug":"data-lakehouse-acid-support","name":"Data Lakehouse ACID Support","unit":"capability","category":"Data Management","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Native Delta Lake with ACID, time travel, schema evolution","valueNumber":null,"valueBoolean":null}]},{"id":"cmqaeorb70010kttbgf9i36y7","slug":"enterprise-customers","name":"Enterprise Customers","unit":"millions","category":"Market","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"10,000+","valueNumber":10000,"valueBoolean":null}]},{"id":"cmq81jnnb000vj75tr2kx6o94","slug":"deployment-options","name":"Deployment Options","unit":"types","category":"Infrastructure","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Cloud-only (3 regions)","valueNumber":null,"valueBoolean":null}]},{"id":"cmqoj0tl40091nbesbum4ybpc","slug":"ml-feature-store","name":"ML Feature Store","unit":"null","category":"Machine Learning","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Native MLflow Feature Store included","valueNumber":null,"valueBoolean":null}]},{"id":"cmqoj0tj4008dnbes0c39zgtf","slug":"query-latency-average-","name":"Query Latency (Average)","unit":"milliseconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"40-100 ms","valueNumber":70,"valueBoolean":null}]},{"id":"cmqoj0tjf008jnbes3kit2ued","slug":"compute-cost-per-hour","name":"Compute Cost Per Hour","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$0.40-0.50","valueNumber":0.45,"valueBoolean":null}]},{"id":"cmqoj29zs0097nbesov8c54rx","slug":"data-governance-unity-catalog-equivalent-","name":"Data Governance (Unity Catalog equivalent)","unit":"null","category":"Governance","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Unity Catalog with lineage, tags, access control","valueNumber":null,"valueBoolean":null}]},{"id":"cmqoj2a0m009dnbes18mihwxv","slug":"setup-complexity-1-simple-10-complex-","name":"Setup Complexity (1=Simple, 10=Complex)","unit":"scale","category":"Usability","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"7/10","valueNumber":7,"valueBoolean":null}]},{"id":"cmodmsbbv0095nv6ukr7fsplc","slug":"fortune-500-adoption","name":"Fortune 500 Adoption","unit":"%","category":"Enterprise Adoption","dataType":"numeric","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"40%","valueNumber":40,"valueBoolean":null}]},{"id":"cmqp1biga012b13o17im7pf2a","slug":"typical-query-latency-structured-data-","name":"Typical Query Latency (Structured Data)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"5-15 seconds","valueNumber":10,"valueBoolean":null}]},{"id":"cmqiangq900gxbqe4iedj6c3o","slug":"supported-data-types","name":"Supported Data Types","unit":null,"category":"Functionality","dataType":"number","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Structured, semi-structured, unstructured","valueNumber":null,"valueBoolean":null}]},{"id":"cmqp1bihb012n13o1faksr9jr","slug":"cloud-providers","name":"Cloud Providers","unit":"count","category":"Infrastructure","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"3 (AWS, Azure, GCP)","valueNumber":3,"valueBoolean":null}]},{"id":"cmqp1bihr012t13o1asrbrk5c","slug":"infrastructure-management-required","name":"Infrastructure Management Required","unit":"null","category":"Operations","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Manual cluster setup and scaling","valueNumber":null,"valueBoolean":null}]},{"id":"cmqp1bii3012z13o1vshiyy7n","slug":"native-ml-framework-support","name":"Native ML Framework Support","unit":null,"category":"Machine Learning","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"MLflow, Spark MLlib, TensorFlow, PyTorch","valueNumber":null,"valueBoolean":null}]},{"id":"cmqp1biig013513o16nvbzzwh","slug":"minimum-learning-curve-months-for-competency-","name":"Minimum Learning Curve (months for competency)","unit":"months","category":"Ease of Use","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"2-3 months","valueNumber":2.5,"valueBoolean":null}]},{"id":"cmqp1biiu013b13o15947300t","slug":"starting-monthly-cost-1-tb-storage-compute-","name":"Starting Monthly Cost (1 TB storage + compute)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$400-800 (variable compute)","valueNumber":600,"valueBoolean":null}]},{"id":"cmqpcwijp00m110z2me280l9w","slug":"spark-performance-query-speed-","name":"Spark Performance (Query Speed)","unit":"x faster relative to standard Spark","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"10-100x faster (Photon engine)","valueNumber":50,"valueBoolean":null}]},{"id":"cmqpcwik000m710z2ipl6sdwv","slug":"total-service-offerings","name":"Total Service Offerings","unit":"services","category":"Platform Breadth","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"~15 core data/AI services","valueNumber":15,"valueBoolean":null}]},{"id":"cmqpcwik700md10z2camqwary","slug":"compute-instance-cost-standard-","name":"Compute Instance Cost (Standard)","unit":"USD per hour","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$0.50-$2.50 (depends on cloud provider)","valueNumber":1.5,"valueBoolean":null}]},{"id":"cmqpcwikm00mp10z2h5nb282j","slug":"native-ml-ops-tools","name":"Native ML Ops Tools","unit":"tools included","category":"Machine Learning","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"MLflow, Feature Store, Model Registry","valueNumber":3,"valueBoolean":null}]},{"id":"cmqpcwiks00mv10z2b2r866ed","slug":"microsoft-ecosystem-integration","name":"Microsoft Ecosystem Integration","unit":"native integrations","category":"Enterprise Integration","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Limited (Power BI via connector only)","valueNumber":1,"valueBoolean":null}]},{"id":"cmqpcwikz00n110z2l2ozrrl7","slug":"data-governance-features","name":"Data Governance Features","unit":"key capabilities","category":"Data Management","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Unity Catalog, lineage, access control, Delta Lake","valueNumber":4,"valueBoolean":null}]},{"id":"cmqpcwil700n710z27lgtcy1b","slug":"typical-enterprise-migration-time","name":"Typical Enterprise Migration Time","unit":"months","category":"Implementation","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"3-6 months (focused data/AI projects)","valueNumber":4.5,"valueBoolean":null}]},{"id":"cmqpiwsm50035smlfio4p0j1b","slug":"sql-query-performance-tpc-ds-100tb-","name":"SQL Query Performance (TPC-DS 100TB)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"285 seconds","valueNumber":285,"valueBoolean":null}]},{"id":"cmqpiwsmi003bsmlfkgvbh7n9","slug":"spark-job-acceleration","name":"Spark Job Acceleration","unit":"multiplier","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"3-5x faster (Photon engine)","valueNumber":4,"valueBoolean":null}]},{"id":"cmqnypa30004jajkh1oyyln95","slug":"ml-frameworks-supported","name":"ML Frameworks Supported","unit":"count","category":"AI/ML Capabilities","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"8 frameworks (via MLflow ecosystem)","valueNumber":8,"valueBoolean":null}]},{"id":"cmqpiwsn9003nsmlf5jl4s8j2","slug":"data-governance-granularity","name":"Data Governance Granularity","unit":"access level","category":"Security & Governance","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Column, row, and table-level with tags","valueNumber":null,"valueBoolean":null}]},{"id":"cmqpiwsnl003tsmlfmff7ufzr","slug":"global-region-availability","name":"Global Region Availability","unit":"regions","category":"Infrastructure","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"60+ (via partner clouds)","valueNumber":60,"valueBoolean":null}]},{"id":"cmqpiwsny003zsmlf8vxsj6xs","slug":"enterprise-service-count","name":"Enterprise Service Count","unit":"services","category":"Platform Breadth","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"50+ (data/AI focused)","valueNumber":50,"valueBoolean":null}]},{"id":"cmqpiwsob0045smlf295m3uk2","slug":"starting-monthly-cost-10tb-workload-","name":"Starting Monthly Cost (10TB workload)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$3,500-$5,000","valueNumber":4250,"valueBoolean":null}]},{"id":"cmqnclmcw00o6hhfki02kuflz","slug":"acid-transaction-support","name":"ACID Transaction Support","unit":"boolean","category":"Data Reliability","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Native (Delta Lake)","valueNumber":null,"valueBoolean":null}]},{"id":"cmr1o3wrj0049n16rcmp9ajip","slug":"sql-query-performance-1tb-dataset-","name":"SQL Query Performance (1TB dataset)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"8-15 seconds","valueNumber":11.5,"valueBoolean":null}]},{"id":"cmr1o3wrs004fn16rrfe8swhg","slug":"base-monthly-cost-minimum-","name":"Base Monthly Cost (minimum)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$500+","valueNumber":500,"valueBoolean":null}]},{"id":"cmr1o3ws1004ln16r6t2afklj","slug":"native-ml-ai-capabilities","name":"Native ML/AI Capabilities","unit":null,"category":"Features","dataType":"text","higherIsBetter":null,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Native (MLflow, AutoML, Feature Store)","valueNumber":null,"valueBoolean":null}]},{"id":"cmqoo18oz007b3w9aiskh3y5x","slug":"data-format-support","name":"Data Format Support","unit":"format types","category":"Flexibility","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Any format (structured, unstructured, images, video)","valueNumber":20,"valueBoolean":null}]},{"id":"cmr1o3wsi004xn16r9dt84hwf","slug":"concurrent-users-support","name":"Concurrent Users Support","unit":"users","category":"Scalability","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Unlimited (serverless SQL analytics)","valueNumber":10000,"valueBoolean":null}]},{"id":"cmr1o3wsr0053n16rcrd329iu","slug":"data-warehouse-setup-time","name":"Data Warehouse Setup Time","unit":"minutes","category":"Ease of Use","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"15-30 minutes","valueNumber":22.5,"valueBoolean":null}]},{"id":"cmr1o3wsz0059n16r8yfjrgb0","slug":"global-market-share-2024-","name":"Global Market Share (2024)","unit":"percent","category":"Market Position","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"18% of lakehouse market","valueNumber":18,"valueBoolean":null}]},{"id":"cmr1o3wt7005fn16r9uk0txza","slug":"ml-model-training-cost-efficiency","name":"ML Model Training Cost Efficiency","unit":"relative cost index","category":"ML Operations","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"1.0x baseline (integrated ML platform)","valueNumber":1,"valueBoolean":null}]},{"id":"cmragh35100huiidq38jbe6c6","slug":"starting-monthly-cost-10gb-active-data-","name":"Starting Monthly Cost (10GB active data)","unit":"USD","category":"Pricing","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"$650","valueNumber":650,"valueBoolean":null}]},{"id":"cmql64e68002t4o12xlk271rk","slug":"sql-query-performance-tpc-ds-benchmark-","name":"SQL Query Performance (TPC-DS Benchmark)","unit":"seconds","category":"Performance","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"45","valueNumber":45,"valueBoolean":null}]},{"id":"cmragh35t00i6iidq1owregla","slug":"native-ml-framework-integration","name":"Native ML Framework Integration","unit":null,"category":"Capabilities","dataType":"text","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"MLflow + Spark ML","valueNumber":null,"valueBoolean":null}]},{"id":"cmragh36400iciidqciomowf0","slug":"data-format-lock-in-risk","name":"Data Format Lock-in Risk","unit":null,"category":"Data Portability","dataType":"text","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Low (open Delta/Iceberg formats)","valueNumber":null,"valueBoolean":null}]},{"id":"cmragh36g00iiiidqeqredis8","slug":"bi-tool-native-connectors","name":"BI Tool Native Connectors","unit":"count","category":"Integrations","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"65","valueNumber":65,"valueBoolean":null}]},{"id":"cmragh36q00ioiidqelzbto64","slug":"maximum-concurrent-queries-per-warehouse","name":"Maximum Concurrent Queries Per Warehouse","unit":"queries","category":"Performance","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"Unlimited (Spark clusters)","valueNumber":null,"valueBoolean":null}]},{"id":"cmragh37000iuiidq33os8d0w","slug":"customer-satisfaction-rating-g2-2025-","name":"Customer Satisfaction Rating (G2 2025)","unit":"percent","category":"User Experience","dataType":"number","higherIsBetter":true,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"82%","valueNumber":82,"valueBoolean":null}]},{"id":"cmqojsg31001h1wo5atcaghaq","slug":"setup-complexity-1-10-scale-","name":"Setup Complexity (1-10 scale)","unit":"score","category":"Deployment","dataType":"number","higherIsBetter":false,"values":[{"entityId":"cmpp6gsst01v8v4d8lag724u6","valueText":"7","valueNumber":7,"valueBoolean":null}]}],"faqs":[{"question":"Is Hadoop still relevant in 2026?","answer":"Hadoop remains relevant for organizations with existing multi-thousand-node on-premises clusters and strict data residency requirements, but adoption of new Hadoop clusters has declined 75% since 2018 as Spark/Databricks became standard. Most enterprises now migrate workloads to Spark-based platforms rather than invest in new Hadoop infrastructure."},{"question":"Can I run Spark on Hadoop?","answer":"Yes. Spark can run on top of Hadoop's YARN resource manager, but this is increasingly rare. Most Spark deployments run on Kubernetes or managed platforms like Databricks. Running Spark on Hadoop YARN still requires Hadoop cluster operations expertise and doesn't eliminate Hadoop's operational burden."},{"question":"What's the actual cost difference between Hadoop and Databricks?","answer":"For a typical 100TB/year workload: Hadoop costs $180K-$250K annually (hardware, networking, 3-5 FTE ops staff at $150K-$200K each). Databricks costs $120K-$180K (compute + storage + $0.30/DBU average). Databricks breaks even in year 1 through reduced ops overhead (1-2 FTE instead of 3-5), then saves 30-40% annually in subsequent years."},{"question":"Does Databricks replace my data warehouse?","answer":"Partially. Databricks (with Delta Lake) handles both warehouse and lakehouse workloads, but specialized data warehouses (Snowflake, Redshift) still excel at structured reporting with pure SQL. Databricks is ideal if you need both BI/analytics AND ML/AI in one platform; use a data warehouse if you only need traditional reporting."},{"question":"Can I migrate from Hadoop to Databricks without rebuilding pipelines?","answer":"Partially. MapReduce jobs must be rewritten as Spark code (Python/SQL), which takes 2-4 weeks per pipeline. HDFS data can migrate to cloud object storage (S3/Azure Blob) in 1-2 weeks. Most organizations rewrite 30-50% of legacy Hadoop logic during migration to take advantage of Spark's 10-50x performance gains."}],"relatedComparisons":[{"slug":"hadoop-vs-databricks","title":"Hadoop vs Databricks","category":"software"},{"slug":"hadoop-vs-flink","title":"Hadoop vs Apache Flink","category":"software"},{"slug":"sagemaker-vs-databricks","title":"AWS SageMaker vs Databricks","category":"software"},{"slug":"hadoop-vs-snowflake","title":"Hadoop vs Snowflake","category":"software"},{"slug":"hadoop-vs-aws-s3","title":"Hadoop vs AWS S3","category":"software"},{"slug":"apache-spark-vs-databricks","title":"Apache Spark vs Databricks","category":"software"},{"slug":"databricks-vs-starburst","title":"Databricks vs Starburst","category":"software"},{"slug":"databricks-vs-google-cloud","title":"Databricks vs Google Cloud Platform","category":"software"},{"slug":"databricks-vs-dremio","title":"Databricks vs Dremio","category":"software"},{"slug":"databricks-vs-bigquery","title":"Databricks vs BigQuery","category":"software"},{"slug":"hadoop-vs-apache-spark","title":"Hadoop vs Apache Spark","category":"software"},{"slug":"hadoop-vs-bigquery","title":"Apache Hadoop vs Google BigQuery","category":"software"}],"relatedBlogPosts":[{"slug":"best-streaming-services-in-2026-top-picks-for-every-budget-interest","title":"Best Streaming Services in 2026: Top Picks for Every Budget & Interest","excerpt":"Navigating the crowded streaming landscape in 2026 can be overwhelming. We've tested and ranked the best streaming services that offer the most value, from Netflix's massive library to budget-friendly options like Tubi, helping you cut cable and find your perfect entertainment solution.","category":"technology"},{"slug":"best-live-tv-streaming-services-plans-for-spring-2026-complete-buyers-guide","title":"Best Live TV Streaming Services & Plans for Spring 2026: Complete Buyer's Guide","excerpt":"Tired of overpaying for cable? Discover the best live TV streaming services and plans for Spring 2026, including YouTube TV's new genre-based packages starting at $55/month. Our comprehensive guide breaks down pricing, channels, and features to help you cut the cord.","category":"technology"},{"slug":"philo-in-2026-streaming-tv-service-review-pricing-reddit-community-insights","title":"Philo in 2026: Streaming TV Service Review, Pricing & Reddit Community Insights","excerpt":"Explore Philo's evolution heading into 2026, including pricing tiers, channel lineup, and how it compares to competitors like Sling TV. Discover what the r/PhiloTV Reddit community thinks about the service's current offerings and future prospects.","category":"technology"},{"slug":"best-us-fighter-jets-2026-top-american-combat-aircraft-ranked","title":"Best US Fighter Jets 2026: Top American Combat Aircraft Ranked","excerpt":"Discover the most advanced US fighter jets dominating the skies in 2026. From the legendary F-22 Raptor to the versatile F-35 Lightning II, we rank America's best combat aircraft based on performance, stealth, and air superiority capabilities.","category":"technology"},{"slug":"philo-in-2026-pricing-lineup-how-it-compares-to-sling-tv","title":"Philo in 2026: Pricing, Lineup & How It Compares to Sling TV","excerpt":"As we head into 2026, Philo continues to position itself as an affordable streaming alternative for cable TV lovers. Discover what Philo offers, how its pricing stacks up against competitors like Sling TV, and what the Reddit community thinks about its future.","category":"technology"}],"metadata":{"metaTitle":"Hadoop vs Databricks 2026: Speed, Cost & Setup","metaDescription":"Compare Hadoop and Databricks: Spark vs MapReduce performance, deployment time, total cost, and governance. Choose the right platform for your data team.","publishedAt":"2026-07-08T07:49:54.655Z","updatedAt":"2026-07-08T07:49:54.686Z","isAutoGenerated":true,"isHumanReviewed":false,"viewCount":0}}