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Data Warehousing Specialist

Technology

Design, model, or implement corporate data warehousing activities. Program and configure warehouses of database information and provide support to warehouse users.

Data ScienceComputer Science

What you'd do all day

The tasks that matter most in this job, most important first.

  1. 1Verify the structure, accuracy, or quality of warehouse data.
  2. 2Develop data warehouse process models, including sourcing, loading, transformation, and extraction.
  3. 3Map data between source systems, data warehouses, and data marts.
  4. 4Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
  5. 5Design and implement warehouse database structures.
  6. 6Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.
  7. 7Provide or coordinate troubleshooting support for data warehouses.
  8. 8Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
  9. 9Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.
  10. 10Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
  11. 11Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
  12. 12Create or implement metadata processes and frameworks.
  13. 13Review designs, codes, test plans, or documentation to ensure quality.
  14. 14Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.
  15. 15Select methods, techniques, or criteria for data warehousing evaluative procedures.
  16. 16Implement business rules via stored procedures, middleware, or other technologies.
  17. 17Prepare functional or technical documentation for data warehouses.
  18. 18Test software systems or applications for software enhancements or new products.

Also known as

What this job is called on JobStreet, LinkedIn and in job ads. Search these too.

  • ETL Tester
  • ETL Developer
  • Data Specialist
  • Storage Engineer
  • Analytics Manager
  • Big Data Engineer
  • IT Data Specialist
  • Database Specialist
  • Data Quality Analyst
  • Data Warehouse Analyst

How far is this from you?

Roughly how much preparation this job usually takes. In Malaysia your UPU route and the programme's syarat still decide entry, so treat this as a guide, not a gate.

  1. 1

    Entry straight after SPM

  2. 2

    SPM + sijil / short TVET course

  3. 3

    Diploma / TVET (sijil–diploma)

  4. Typical entry

    Degree (ijazah sarjana muda)

  5. 5

    Postgrad (sarjana / PhD) or professional route

Typical educationBachelor's degree

Subjects that matter here

The SPM subjects worth your effort for this career, with the reason for each.

Computer Science / ICTDraws directly on Computers and Electronics — a top knowledge area for this role (O*NET).
Electrical & Electronic Eng. StudiesDraws directly on Computers and Electronics — a top knowledge area for this role (O*NET).
Additional MathematicsDraws directly on Mathematics — a top knowledge area for this role (O*NET).
MathematicsDraws directly on Mathematics — a top knowledge area for this role (O*NET).
EnglishDraws directly on English Language — a top knowledge area for this role (O*NET).

What you'd need to know

The subject areas this job leans on most, and the SPM subjects that build them.

  • Computers and Electronics85%

    Computer Science / ICTElectrical & Electronic Eng. Studies

  • Mathematics65%

    Additional MathematicsMathematics

  • English Language64%

    English

  • Design61%

    Visual Art (PSV)Technical Comm. GraphicsEngineering Drawing

  • Engineering and Technology57%

    PhysicsAdditional MathematicsDesign & Technology (RBT)

  • Administration and Management52%

    BusinessEconomics

Tools you'd use

Software and equipment that show up in this job, worth learning early.

What the work feels like

Day-to-day working conditions, so you can tell whether the job suits how you like to work.

  • Face-to-face discussionsOften
  • Contact with other peopleContact most of the time
  • Dealing with customers or the publicA little
  • Leading or coordinating othersHigh
  • Handling conflict situationsRarely
  • Indoors, air-conditionedEvery day
  • Outdoors, in all weatherAlmost never
  • Noisy environmentAlmost never

AI and demand for this job

A few real, dated data points — not a single score. AI making some tasks faster usually means a job changes, not that it disappears.

39%

Share of everyday tasks today's AI can already help with (2023)

This estimate is from 2023 — already out of date, since AI moves fast. Treat it as a rough, aging starting point, not the current picture.

1.81%

Of Malaysian Claude conversations, about this kind of work

Measures how much people use Claude for this work, not how many Malaysians do this job — and more AI use can mean people relying on it, not that it's replacing them.

Growing role in the US

US Bureau of Labor Statistics data, not Malaysian. Shown because it's the only forward-looking demand estimate we have for this job.

Pay in Malaysia

We don't have a sourced Malaysian salary range for this job yet, and we'd rather show nothing than a number we can't stand behind.

Where to check:

  • JobStreet and Hiredly job ads for this title
  • DOSM Salaries & Wages Survey
  • SSPA scheme tables, if you're aiming for a government post
See pay for a related career: Cybersecurity Analyst

Check what you may qualify for

Enter your SPM grades and see which routes and programmes you may qualify for. An estimate to plan with, not an offer.

How to get here

Post-SPM pathways with programmes in this career's fields. Tap one to see real programmes and entry requirements.

Related careers

If this interests you, these are worth a look too.

About this information

This describes what the job involves. Pay, demand and entry routes differ in Malaysia, so check the Pathways and Programmes pages for local requirements.

O*NET occupation: Data Warehousing Specialists

Job responsibilities, knowledge areas and work context from O*NET 30.3, US Department of Labor, used under CC BY 4.0. onetcenter.org