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Yes we have document based DBs but man, I still enjoy running SQL queries 🔥🔥🔥 #SQL #RelationalDatabases #Developers #PostgreSQL

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AI is NOT replacing relational databases in big enterprises. Period. It’s adding a powerful semantic memory layer on top — vector databases AI models — to handle what relational systems were never built for: meaning-based search over unstructured data, RAG, semantic similarity, etc. The core transactional, structured world still runs on battle-tested relational DBs (PostgreSQL, Oracle, SQL Server, etc.) for good reason: • ACID guarantees • Complex joins & aggregations • Compliance, auditing, financial integrity • High-concurrency operational workloads AI/LLMs are probabilistic — great at reasoning and discovery, terrible as systems of record. You don’t want hallucinations in your balance sheet or regulatory reports. What’s actually happening in 2026: • Many enterprises are extending existing relational DBs with vector capabilities (pgvector, Oracle 26ai vectors, SQL Server vector search, etc.) • Hybrid architectures win: relational for structured facts filters, vector layer for semantic retrieval • Purpose-built vector DBs still shine for massive-scale pure-semantic workloads, but they’re complements, not replacements Will AI ever fully eliminate relational databases for big enterprise? Highly unlikely — not in the next 10–20 years, and probably never. The need for deterministic, auditable, transactional data isn’t going away. Relational systems are evolving with AI, not being wiped out by it. Bottom line: Build hybrid. Relational semantic layer = future-proof enterprise data architecture. #ArtificialIntelligence #RelationalDatabases #VectorDatabases #DataArchitecture #EnterpriseSystems #MachineLearning #FutureOfData #AIinfrastructure #TechLeadership #SystemsEngineering

AI is not replacing relational databases. It is adding a semantic memory layer (vector databases AI models) on top of them. #ArtificialIntelligence #RelationalDatabases #DataArchitecture #EnterpriseSystems #MachineLearning #SystemsEngineering #TechLeadership #FutureOfData #AIInfrastructure

Question for AI engineers and enterprise architects: Right now almost all structured enterprise data is stored in relational databases. Master data • Customers • Vendors • Products Transactional data • Orders • Payments • Inventory • Financial records For 40 years this model has powered ERP, banking, telecom, and government systems. AI is introducing new concepts: • embeddings • vector databases • semantic search • AI agents But let us step back and think from first principles. Financial transactions, compliance records, inventory control, and enterprise systems require: • strict schema • ACID transactions • referential integrity • deterministic queries These are foundations of relational databases. My view: Relational databases are irreplaceable. AI will add new layers (vector search, knowledge retrieval, semantic context), but the core transactional backbone of enterprises will remain relational. New layers will evolve. The foundation will stay. #ArtificialIntelligence #RelationalDatabases #DataArchitecture #EnterpriseSystems #MachineLearning #SystemsEngineering #TechLeadership #FutureOfData #AIInfrastructure

⸻ Question for AI engineers and enterprise architects: Right now almost all structured enterprise data is stored in relational databases. Master data • Customers • Vendors • Products Transactional data • Orders • Payments • Inventory • Financial records For 40 years this model has powered ERP, banking, telecom, and government systems. AI is introducing new concepts: • embeddings • vector databases • semantic search • AI agents But let us step back and think from first principles. Financial transactions, compliance records, inventory control, and enterprise systems require: • strict schema • ACID transactions • referential integrity • deterministic queries These are foundations of relational databases. My view: Relational databases are irreplaceable. AI will add new layers (vector search, knowledge retrieval, semantic context), but the core transactional backbone of enterprises will remain relational. New layers will evolve. The foundation will stay. #ArtificialIntelligence #RelationalDatabases #DataArchitecture #EnterpriseSystems #MachineLearning #SystemsEngineering #TechLeadership #FutureOfData #AIInfrastructure

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Title: Test Engineer Company: G2 Technologies, Inc. Country: United States City: Apex Employment Type: full-time Location: remote Remote/Onsite: remote Visa Support: Link: qatestingjobs.com/jobs/25736… #c #c #clacertification #cldcertification #electromechanicalcomponents #java #labview #multilocation #relationaldatabases #softwaredebugging #systemdesign #teststand #troubleshooting #softwaretesting #jobs #qualityassurance #software #testing #tester #testlead #automation #test #engineer #ai #selenium #playwright

Title: Software Development Engineer in Test Company: Zachary Piper Solutions Country: United States City: Washington Employment Type: full-time Location: hybrid Remote/Onsite: hybrid Visa Support: Link: qatestingjobs.com/jobs/23409… #apitesting #chaosengineering #cicd #containerizedarchitectures #cypress #distributedsystems #git #githubactions #javascript #multilocation #nosql #playwright #python #relationaldatabases #securityclearance #serverlessarchitectures #typescript #softwaretesting #jobs #qualityassurance #software #testing #tester #testlead #automation #test #engineer #ai #selenium #playwright

Relationships in data are the ones you can actually trust. They’re the spine of reliable analytics. Have you ever traced a miscount back to a broken link? What small check would you add today to protect your next report? #TGIF #Data #RelationalDatabases #DataAnalytics

Title: Software Engineer in Test I (Remote) Company: EmergeCore Networks Country: United States City: Employment Type: part-time Location: remote Remote/Onsite: remote Visa Support: Link: qatestingjobs.com/jobs/16419… #apis #automation #c #codereviews #customerservice #interpersonalcommunication #json #objectorienteddevelopment #problemsolving #relationaldatabases #seleniumwebdriver #softwaretesting #sql #timemanagement #webservices #xml #softwaretesting #jobs #qualityassurance #software #testing #tester #testlead #automation #test #engineer #ai #selenium #playwright

Title: Performance Testing with SAP Company: Culinovo Country: India City: Employment Type: contract Location: remote Remote/Onsite: remote Visa Support: true Link: qatestingjobs.com/jobs/14283… #collaboration #communication #criticalthinking #endurancetesting #hafailovertesting #loadtesting #mentoring #performancetesting #relationaldatabases #saastesting #sap #sql #stresstesting #technicalleadership #testcases #testplans #softwaretesting #jobs #qualityassurance #software #testing #tester #testlead #automation #test #engineer #ai #selenium #playwright

Just completed “Introduction to Relational Databases in SQL” on DataCamp This course gave me a strong foundation in relational database design and SQL from a data engineering perspective. #SQL #RelationalDatabases #DataEngineering #DataAnalytics #LearningInPublic #DataCamp

💼 Associate Business Analyst at Horizon Lane 📍 Austin, TX 💰 70K - 80K 🛠️ #remotework #careers #microsoftoffice #googlesuite #jira #trello #confluence #spreadsheets #relationaldatabases 🔗 applyfirst.app/jobs/9923a893…

💼 Business Analyst at Crestfall Solutions 📍 Austin, TX 💰 $70K - $80K 🛠️ #techjobs #hiring #microsoftoffice #googlesuite #jira #trello #confluence #spreadsheets #relationaldatabases 🔗 applyfirst.app/jobs/67e05380…

💼 Business Graduate Analyst at Arvento A 📍 Texas, United States 💰 70K - 80K 🛠️ #remotework #techhiring #microsoftoffice #googlesuite #spreadsheets #relationaldatabases #jira #trello #confluence 🔗 applyfirst.app/jobs/8b841593…

💼 Full Stack Engineer at Republican Jobs 📍 United States 💰 $90,000–$105,000 🛠️ #remotejobs #jobmarket #python #typescript #modernfrontendframeworks #restapis #relationaldatabases #sql #orms #automatedtestingframeworks #cicdpipelines Let us know if you are Interested 👇

💼 Staff Backend Engineer (Secure Policy) at Docker, Inc 📍 Seattle, WA 💰 $195.4K - $275.6K 🛠️ #hiring #itjobs #go #aws #githubactions #argocd #grafana #microservices #serverless #relationaldatabases #nonrelationaldatabases Let us know if you are Interested 👇

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