
Data Throughput Accelerator
by affaan-mef648e01899bMIT275K starsListed Oct 8, 2026Updated Oct 8, 2026Repository updated 3 days ago
Diagnose and accelerate large data movement — ingestion, backfill, export, ETL, warehouse loading, manifest catch-up, and table synchronization — by isolating the true bottleneck, benchmarking variants, and codifying the fastest path with a hard accounting block proving rows and timestamps cohere. Use when a pipeline or backfill is too slow and must get faster without losing data correctness.
Add to a SourceWeft workspace
- Open the skill in your dashboard and add it to a workspace.
- Enable it for the chats that should use it.
This skill is instructions only: it ships no scripts to execute.
Add to SourceWeftYou will be asked to sign in first, then taken straight to this skill.
Ask your agent to install it
Paste this prompt into Claude Code, Codex, Cursor or another agent that can run commands — or into SourceWeft chat. The agent reads this skill's install guide, shows you its source, license and scripts, and installs it with the SourceWeft CLI once you agree.
Read https://sourceweft.com/skills/gh-affaan-m-ecc-data-throughput-accelerator/install.md and install the skill it describes. Before installing, show me its source, license and whether it ships scripts, and wait for my OK. Ask me before changing anything else on my machine.Install it yourself from a terminal
For Claude Code, Codex, Cursor and other local agents. The SourceWeft CLI fetches the skill from its source repository at the commit scanned here, and verifies every file against the hashes recorded when the skill was scanned. If anything differs, nothing is written.
npx @sourceweft/cli skills install gh-affaan-m-ecc-data-throughput-acceleratorAdd --agent claude-code, codex, cursor or universal to choose which agent gets it (Claude Code by default).
Upstream installer — not verified by SourceWeft
The open-source skills installer fetches the same pinned commit, but does not check the files against the hashes SourceWeft recorded.
npx skills add https://github.com/affaan-m/ecc/tree/ef648e01899ba3e8dc6371642deaaf64b4477775/skills/data-throughput-acceleratorSource and attribution
Source:affaan-m/eccinskills/data-throughput-acceleratorat commitef648e0
License: MIT
Content belongs to its original authors. SourceWeft indexes it from a public repository.
More from affaan-m/ecc

Vue Patterns
affaan-m
Reference guide for Vue 3 Composition API, component architecture, Pinia state, Vue Router, and Nuxt SSR patterns.

Uncloud
affaan-m
Reference guide for managing Uncloud clusters with the uc CLI: deploying services, Caddy ingress, ports, scaling and logs.

Team Agent Orchestration
affaan-m
Coordinates multiple AI agents as a team using work items, Kanban states, branch isolation, and merge gates.

Tasteforge Video
affaan-m
Use for file-driven multimodal image, video, and 3D-asset discovery; taste interviews; distill or apply workflows; style-pack validation; editable EDL/FCPXML export; provenance audits; and offline planning that must fail closed before provider generation.

Taste
affaan-m
Defines an angelcore / cloud-trance / hyperpop visual direction for music videos and short-form edits, with mood, editing grammar and a beat-mapped shot plan.

Social Publisher
affaan-m
Schedules and publishes social media posts across 13 platforms through the SocialClaw workspace API.
More in Data & Analytics

Content Strategy
anthropics
Turns PayPal, QuickBooks or Square sales data into a prioritized 30-day content brief for small businesses.

Cash Flow Snapshot
anthropics
Builds a 30/60/90-day cash flow forecast with confidence bands and named risk flags from ledger, payment or CSV data.

Pipeline Review
anthropics
Reviews CRM sales pipeline health by stage, flagging aging, stale and at-risk deals and checking coverage.

Metrics Review
anthropics
Reviews product metrics, analyzes trends against targets, and produces a scorecard with recommended actions.

Performance Report
anthropics
Builds marketing performance reports with key metrics, trend analysis, wins and misses, and prioritized optimization recommendations.

People Report
anthropics
Generates HR people-analytics reports on headcount, attrition, diversity, and org health from workforce data.