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Smart Sea Tide
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Smart Sea Tide

Sharing cutting‑edge big data and AI technologies, with occasional lifestyle insights.

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Recent Articles

Latest from Smart Sea Tide

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Smart Sea Tide
Smart Sea Tide
Oct 12, 2026 · Fundamentals

Data Quality Management: A Complete Guide to Dimensions, Processes, and Roles

This article provides a comprehensive overview of data quality management, covering its definition, importance, six assessment dimensions, common issue sources, 12 typical data quality problems, 14 monitoring metrics, organizational roles, and a three-phase management strategy encompassing prevention, control, and remediation.

data governancedata qualitydata quality dimensions
0 likes · 41 min read
Data Quality Management: A Complete Guide to Dimensions, Processes, and Roles
Smart Sea Tide
Smart Sea Tide
Sep 29, 2026 · Big Data

Data Governance Framework & Asset Roadmap: Unlocking Enterprise Data Value

This article outlines a comprehensive data governance framework covering organizational awareness, metadata management, security, integration, services, and visualization to transform data into a strategic asset with a phased roadmap for enterprise value realization.

data asset managementdata governancedata integration
0 likes · 19 min read
Data Governance Framework & Asset Roadmap: Unlocking Enterprise Data Value
Smart Sea Tide
Smart Sea Tide
Sep 21, 2026 · Backend Development

6 Top Open-Source Web Scrapers Compared: AI Extraction, Browser Automation & Distributed Frameworks

This article reviews six industrial-grade open-source web scraping tools across three categories—AI-focused extractors (Firecrawl, Crawl4AI), browser automation frameworks (Playwright, Selenium, Crawlee), and the distributed crawler Scrapy—providing a selection guide for building AI knowledge bases, handling dynamic pages, or scaling to millions of pages.

AI data extractionPlaywrightbrowser automation
0 likes · 5 min read
6 Top Open-Source Web Scrapers Compared: AI Extraction, Browser Automation & Distributed Frameworks
Smart Sea Tide
Smart Sea Tide
Sep 18, 2026 · Databases

6 Core Data Quality Metrics for Robust Data Governance

This article outlines six fundamental data quality metrics—accuracy, completeness, consistency, timeliness, uniqueness, and validity—detailing their focus areas and measurement approaches, and illustrates how a monitoring dashboard with radar charts and trend analysis can track a 92.1 composite score, 96.3% compliance rate, 8.7% daily issue reduction, and 268% ROI, emphasizing that sustained quality requires standards, organization, processes, technology, and continuous improvement.

ROIdata governancedata management
0 likes · 3 min read
6 Core Data Quality Metrics for Robust Data Governance
Smart Sea Tide
Smart Sea Tide
Sep 14, 2026 · Big Data

Metabase: Open-Source BI & Embedded Analytics for Everyone

Metabase is an open-source business intelligence platform that empowers non-technical users with no-code visual querying and AI-assisted natural language analysis, while providing data professionals a full SQL editor, interactive dashboards, multi-database connectivity, and embeddable analytics with granular access controls.

BIMetabasePermissions
0 likes · 3 min read
Metabase: Open-Source BI & Embedded Analytics for Everyone
Smart Sea Tide
Smart Sea Tide
Sep 11, 2026 · Big Data

Data Planning Blueprint: From Real Needs to DRD and Collection

This article outlines a comprehensive methodology for data planning, covering historical context, requirement analysis with subtractive thinking, Data Requirements Document (DRD) design, data flow diagrams, data dictionaries, and internal versus external data collection strategies including web scraping considerations.

DRDbig datadata collection
0 likes · 15 min read
Data Planning Blueprint: From Real Needs to DRD and Collection
Smart Sea Tide
Smart Sea Tide
Sep 7, 2026 · Databases

Data Governance: 12 Brutal Truths Behind Common Excuses

This article dismantles twelve common data governance fallacies — from demanding instant metadata completion to treating governance as a cost center — arguing that effective governance requires confronting upstream data pollution, aligning incentives across departments, and prioritizing critical data paths over blanket coverage.

data governancedata lakedata lineage
0 likes · 10 min read
Data Governance: 12 Brutal Truths Behind Common Excuses
Smart Sea Tide
Smart Sea Tide
Sep 4, 2026 · R&D Management

Enterprise Architecture: Business Domain Design, Multi-Layer Architecture & Governance

This article outlines enterprise architecture fundamentals using a 'four horizontal, five vertical' framework, detailing business domain design principles, typical design methods for business, data, application, and technical architectures, and governance practices including principles, reviews, and asset management to align IT with business strategy.

application architecturearchitecture frameworkarchitecture governance
0 likes · 13 min read
Enterprise Architecture: Business Domain Design, Multi-Layer Architecture & Governance
Smart Sea Tide
Smart Sea Tide
Aug 31, 2026 · Big Data

B2B vs B2C Data Development: Core Differences in Metrics, Modeling & Team Structure

A data developer with two years each in B2C and B2B e-commerce compares how user focus, metric priorities, team structures, and data warehouse modeling differ between consumer-facing and enterprise-facing products, illustrating with concrete project examples like APP health dashboards and lead allocation systems.

B2B data developmentB2C data developmentETL
0 likes · 17 min read
B2B vs B2C Data Development: Core Differences in Metrics, Modeling & Team Structure