https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Sat, 16 May 2026 00:00:00 GMT https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.en As of May 2026, dashboard-only BI is dying and conversational BI plus agentic data exploration has become the standard. Tableau Pulse (Einstein-powered metric monitoring), Power BI Copilot (18 months after GA), Qlik Answers (RAG over your data), ThoughtSpot Spotter (conversational AI agent), Sigma, Mode, Hex, Domo, MicroStrategy ONE Auto, Looker + Gemini, SAP Joule, Oracle AI Assistant, Apache Superset/Metabase/Lightdash — this article compares the entire augmented-analytics ecosystem honestly. Semantic layers (dbt Semantic Layer, Cube, AtScale), AI spreadsheets (Excel Copilot, Equals, Rows, Quadratic), Korean and Japanese adoption, and the "hallucinated metrics" risk are all covered. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) augmented-analyticsbi-aitableau-pulsepower-bi-copilotqlik-answersthoughtspot-spottersigma-computinglooker-geminimodehexdomomicrostrategyenglish https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.ja 2026年5月時点、「ダッシュボードを見るだけのBI」は終わり、「自然言語で質問すれば分析が返ってくるBI」が標準となった。Tableau Pulse(Einsteinベースのメトリクス監視)、Power BI Copilot(GA後18か月)、Qlik Answers(RAGベース)、ThoughtSpot Spotter(対話型AIエージェント)、Sigma · Mode · Hex · Domo · MicroStrategy ONE Auto、Looker + Gemini、SAP Joule、Oracle AI Assistant、Apache Superset/Metabase/Lightdashまで、拡張分析の全エコシステムを正直に比較する。セマンティックレイヤー(dbt Semantic Layer、Cube、AtScale)、AIスプレッドシート(Excel Copilot、Equals、Rows、Quadratic)、韓国・日本での導入事例、「ハルシネートされたメトリクス」リスクまで網羅する。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) augmented-analyticsbi-aitableau-pulsepower-bi-copilotqlik-answersthoughtspot-spottersigma-computinglooker-geminimodehexdomomicrostrategy日本語 https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive 2026년 5월 기준, "대시보드만 보던 BI"는 죽고 "자연어로 질문하면 분석이 나오는 BI"가 표준이 되었다. Tableau Pulse(Einstein 기반 메트릭 모니터링), Power BI Copilot(GA 후 18개월), Qlik Answers(RAG 기반), ThoughtSpot Spotter(대화형 AI 에이전트), Sigma·Mode·Hex·Domo·MicroStrategy ONE Auto, Looker + Gemini, SAP Joule, Oracle AI Assistant, Apache Superset/Metabase/Lightdash까지 증강 분석 전 생태계를 정직하게 비교한다. 시맨틱 레이어(dbt Semantic Layer, Cube, AtScale), AI 스프레드시트(Excel Copilot, Equals, Rows, Quadratic), 한국·일본 도입 사례, "환각된 메트릭" 리스크까지 다룬다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) augmented-analyticsbi-aitableau-pulsepower-bi-copilotqlik-answersthoughtspot-spottersigma-computinglooker-geminimodehexdomomicrostrategy https://www.youngju.dev/blog/culture/2026-05-16-spreadsheet-database-alternatives-2026-airtable-nocodb-baserow-grist-rows-coda-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-spreadsheet-database-alternatives-2026-airtable-nocodb-baserow-grist-rows-coda-deep-dive.en A 2026 map of "looks like a spreadsheet, behaves like a database" tools. We cover Airtable price backlash and the OSS alternatives filling the gap (NocoDB, Baserow, Grist, Teable), the AI-first crowd (Rows, Coda, Excel Copilot, Sheets Gemini), the data-analysis crossover (Sigma Computing, Equals, Brex-acquired Numeric), and the Japanese powerhouse kintone (Cybozu) plus Korean/Japanese form-and-workflow patterns. Relational vs Excel-style formulas, the blur with ETL/BI, self-hosting vs SaaS, and what AI actually changes. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) spreadsheetno-codelow-codeairtablenocodbbaserowgristrowscodaseatableappflowyteableequalssigma-computingkintone2026deep-diveenglish https://www.youngju.dev/blog/culture/2026-05-16-spreadsheet-database-alternatives-2026-airtable-nocodb-baserow-grist-rows-coda-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-spreadsheet-database-alternatives-2026-airtable-nocodb-baserow-grist-rows-coda-deep-dive.ja 2026年の「スプレッドシートに見えてデータベースのように動く」ツール群を地図化する。Airtableの料金論争とそれを埋める OSS 勢(NocoDB、Baserow、Grist、Teable)、AI ファースト勢(Rows、Coda、Excel Copilot、Sheets Gemini)、データ分析領域とクロスオーバーする Sigma Computing と Equals、Brex が買収した Numeric、そして日本の強者 kintone(サイボウズ)と韓国・日本のフォーム/ワークフロー事情まで。リレーショナル vs Excel 数式、ETL/BI との境界、セルフホストか SaaS か、AI が実際に何を変えるのかを整理する。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) spreadsheetno-codelow-codeairtablenocodbbaserowgristrowscodaseatableappflowyteableequalssigma-computingkintone2026deep-dive日本語 https://www.youngju.dev/blog/culture/2026-05-16-spreadsheet-database-alternatives-2026-airtable-nocodb-baserow-grist-rows-coda-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-spreadsheet-database-alternatives-2026-airtable-nocodb-baserow-grist-rows-coda-deep-dive 2026년 현재 "스프레드시트 같지만 데이터베이스 같은" 도구의 지도를 그린다. Airtable의 가격 논란과 그 빈 자리를 채우는 OSS 알트(NocoDB·Baserow·Grist·Teable), AI-first 시도(Rows·Coda·Excel Copilot·Sheets Gemini), 데이터 분석 영역과 겹치는 Sigma Computing·Equals·Numeric(2026년 인수), 그리고 일본의 강자 kintone(Cybozu)과 한국·일본 시장의 폼/워크플로우 사례까지. 관계형 vs Excel 수식, ETL/BI와의 경계, 셀프호스팅 vs SaaS, AI가 실제로 무엇을 바꾸는지를 정리한다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) spreadsheetno-codelow-codeairtablenocodbbaserowgristrowscodaseatableappflowyteableequalssigma-computingkintone2026deep-dive