migrating-talend-to-dbt

migrating-talend-to-dbt is a skill for Claude Code from hicham-bab/dbt-legacy-migration-skills. It costs 93 tokens per session (3,584 once invoked), scanned A, original, Apache-2.0.

A migration workflow for converting Talend ETL jobs into a dbt project. Talend is a data-integration tool whose jobs connect input, filtering, joining, aggregation, and database-output steps; dbt expresses comparable transformations as models and SQL.

In plain words
What is it for?
Use it with Talend .item XML exports to map job components into dbt models, snapshots, or macros, add tests and documentation, validate warehouse results, and list anything not fully migrated.
Why use it?
It replaces manual translation of Talend job graphs and provides checks that the converted project builds, passes tests, and produces matching data.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions Claude Code.

Good fit Use it with Talend .item XML exports to map job components into dbt models, snapshots, or macros, add tests and documentation, validate warehouse results, and list anything not fully migrated.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add hicham-bab/dbt-legacy-migration-skills --skill migrating-talend-to-dbt
Clone the repo
git clone --depth 1 https://github.com/hicham-bab/dbt-legacy-migration-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for migrating-talend-to-dbt

README.md
[![agentmods](https://agentmods.dev/badge/skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt/github.svg)](https://agentmods.dev/skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt)
Your own site
<a href="https://agentmods.dev/skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt"><img src="https://agentmods.dev/badge/skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for migrating-talend-to-dbt

Your own site · 80×15
<a href="https://agentmods.dev/skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt"><img src="https://agentmods.dev/badge/skills/hicham-bab/dbt-legacy-migration-skills/migrating-talend-to-dbt.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 93 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,584 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00093 $0.03584
Opus 5 $0.00046 $0.01792
Sonnet 5 $0.00019 $0.00717
Haiku 4.5 $0.00009 $0.00358

Measured 12d ago against content hash 58b9689db1f3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

migrating-talend-to-dbt scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/inventory_talend.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/migrating-talend-to-dbt/SKILL.md · 260 lines

How it starts

The opening of the file, as written. The whole thing — 260 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Migrating Talend to dbt

This skill migrates Talend ETL jobs (.item XML exports) into a governed dbt project — reproducing each job's component graph as dbt models, snapshots, and macros with tests, docs, and contracts, then proving parity against warehouse data.

The core approach: a Talend job is a graph of components (tDBInput, tMap, tFilterRow, tAggregateRow, tJoin, tUniqRow, tDBOutput, tRunJob) wired by FLOW/LOOKUP connections — a declarative data flow that maps cleanly onto dbt models and CTEs. We inventory every job and component, translate using the component answer key, validate each output against the warehouse, and report coverage and cost.

Success criteria: Migration is complete when:

  1. dbt compile finishes with 0 errors and 0 warnings
  2. Every generated model builds (dbt build) and its tests pass
  3. Data parity is proven for each mart (row-for-row or aggregate baseline — see Step 5)
  4. ≥95% of the inventoried components are migrated and validated, with the residual explicitly listed for human review

Validation cost: dbt compile is the free iteration gate. Only dbt build, dbt test, and the parity queries touch the warehouse — run those after compile is clean.

This skill shares its workflow with the legacy-to-dbt-migration-foundations skill; steps below link into its references for the common work. Assume the migrator may be new to dbt — explain each dbt concept (materializations, incremental, snapshots, contracts, Fusion) in plain language as it comes up (foundations → dbt-concepts-explained.md), and explain the reason behind each choice, not just the mechanics.

Contents

Read the full file on GitHub · 260 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 260 lines · 93 tokens per session scan A 58b9689db1f3

Subscribe to this mod's changes

migrating-talend-to-dbt is a skill published in the GitHub repository hicham-bab/dbt-legacy-migration-skills (2 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 93 tokens to every session and 3,584 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

pinecone

Managed vector DB for production RAG and search.

NousResearch/hermes-agent · 13 tokens

embeddings

Vector embeddings with HNSW indexing, sql.js persistence, and hyperbolic support. 75x faster with agentic-flow integration. Use when: semantic search, pattern matching, similarity queries, knowledge retrieval. Skip when: exact text matching, simple lookups, no semantic understanding needed.

ruvnet/ruflo · 62 tokens

data-engineer

Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms.

davila7/claude-code-templates · 35 tokens

graphjin-env

Use when setting up a training or evaluation loop against a GraphJin agent environment — running the container, reading /health, driving episodes hosted or step-by-step or with your own agent over MCP, splitting train from eval, exporting trajectories, and deciding whether two rewards can be compared.

dosco/graphjin · 61 tokens

ingesting-into-data-lake

Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon Redshift, Snowflake, BigQuery, DynamoDB, or existing Glue catalog tables (migration). Default target is S3 Tables; standard Iceberg on a general purpose bucket is supported where…

aws/agent-toolkit-for-aws · 228 tokens

similarity-search-patterns

Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.

foryourhealth111-pixel/Vibe-Skills · 30 tokens