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Fix: the per-page resource search box with maturity tag-pills stopped appearing after navigation.instant was enabled (DOMContentLoaded fires only on first SPA load). Reworked v2_filter.js to init via Material's document$ observable with a DOMContentLoaded fallback, guard double-injection, bind the clickable-tag delegation once, and add a no-results state. Cache-bust ?v=2.9.12. Change: removed the duplicated Markdown "## Table of Contents" from all 156 V2 content pages and from v2_optimizer.py — it forced hundreds of links of scroll on large pages. Replaced by Material's native sticky "On this page" TOC (removed toc.integrate, added toc.follow). tags.md keeps its TOC (it is an index). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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AWS Big Data
!!! tip "Nubenetes V2 Elite Portal" You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the V1 Historical Archive.
!!! info "Architectural Context" Detailed reference for AWS Big Data in the context of Cloud Providers (Hyperscalers).
Cloud Infrastructure
AWS
Event Streaming
- (2016) Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming [SCALA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.
Event Streaming (1)
Comparison
- (2021) whizlabs.com: AWS Kinesis vs Kafka Apache [NONE CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.
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