MIMyData Insightsinmydatainsights-blogs.hashnode.dev·Aug 7 · 7 min readLakehouse vs Data Lake: Governance and Security Differences Every Enterprise Should Know Storage and scale get the attention, but governance and security are the real difference between a Data Lake and a Lakehouse. How they compare on metadata, lineage, access control and compliance. The 00
SGSergio González Téllezinevankhandev.hashnode.dev·Jul 20 · 3 min readWhy do AI systems with increasingly sophisticated models continue to produce mediocre or inconsistent results?SEED-011 PROBLEM Why do AI systems with increasingly sophisticated models continue to produce mediocre or inconsistent results? INSIGHT A well-modeled, validated, and governed data lake often contri00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 13 min readData engineering for a regulated fintech: a 10-month AWS lake buildClient: Regional fintech operator (anonymized per agreement) Timeline: 10-month engagement (6-month build + 4-month fine-tuning & warranty) Team: 6 engineers including 2 from Sapota's data team, worki00
BNBraeson Nyaherainbraeson.hashnode.dev·Jul 5 · 5 min readSlowly Changing Dimensions(SCDs) with examples; Complete GuideWhat are dimensions? Dimensions are descriptive data elements used to classify or categorize data. For example in a sales database, dimensions might include product, customer, store. Dimensions includ10
TCTencent Cloud -Cloud Log Serviceintencentcloud-cls.hashnode.dev·Jun 15 · 5 min readDeliver CLS Logs to Tencent Cloud DLC for Spark-Based AnalysisLog platforms often start with search and alerting, then grow into data processing and analytics workflows. Tencent Cloud Log Service (CLS) already supports delivery to Ckafka and COS. The source work00
SNSachin Nandanwarinazureguru.net·Apr 6 · 6 min readRetrieve the hierarchical directory structure from Azure ADLS Gen2 storageIn one of my earlier article, I demonstrated how to leverage DatalakeServiceClient to create and modify files in a Lakehouse within Microsoft Fabric. Similarly, we can use DatalakeServiceClient for op00
AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Mar 28 · 23 min readMedallion Architecture: Bronze, Silver, and Gold Layers in PracticeTLDR: Medallion Architecture solves the "data swamp" problem by organizing a data lake into three progressively refined zones — Bronze (raw, immutable), Silver (cleaned, conformed), Gold (aggregated, 00
AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Mar 28 · 24 min readModern Table Formats: Delta Lake vs Apache Iceberg vs Apache HudiTLDR: Delta Lake, Apache Iceberg, and Apache Hudi are open table formats that wrap Parquet files with a transaction log (or snapshot tree) to deliver ACID guarantees, time travel, schema evolution, an00
CIComplere Infosystemincomplere.hashnode.dev·Feb 4 · 1 min readWant to overcome data Silos? Try top 11 Strategies with Data Lake ConsultingEffective data management is critical for modern businesses. Data lake consulting firms help organizations centralize data, improve quality, and enable analytics for better insights. A strong data lake strategy allows teams to break down silos, suppo...00
VVinayinvinay206.hashnode.dev·Jan 11 · 4 min readA Plain-English Guide to Modern Data Architecture (No Jargon, I Promise)If you’ve ever heard terms like data lake, data warehouse, ETL, streaming, or lakehouse and thought: “I kind of get it… but not really” —you’re not alone. This post breaks down modern data architecture in simple terms, explains why each component e...00