TL;DR: Senior data engineers from Asia start from $2,999 a month through Second Talent, matched in 24 hours. The closest US benchmark in the fixed mapping, the BLS median for data scientists, was $120,230 a year in May 2025.
Fivetran and dbt Labs completed their all-stock merger on 1 June 2026 and released the dbt Fusion engine runtime the same day, as dbt Core v2.0, an alpha under the Apache 2.0 license. Teams that run both tools now buy ingestion and transformation from one vendor. A data engineer you hire this year should know which parts of your pipeline depend on it.
Key takeaways
- On our data engineer rate cards, pay for work with international clients starts at $2,300 a month in India, and Indonesia has the highest ceiling at $10,210+.
- Apache Airflow 2 reached end of life on 22 April 2026, so DAGs still running on it get no bug fixes or security patches.
- Snowflake enforces NOT NULL on standard tables but not primary key, unique or foreign key constraints, so duplicate checks are the engineer's job.
- BLS puts the median for database architects, the occupation that designs data warehouses, at $139,500 a year.
What Data Engineers Earn Working for International Clients in Asia
India's range runs from the lowest floor in the table to $8,470+, a spread of more than $6,000. The figure is what data engineers in that market earn working directly for foreign companies, before any employer or platform costs.
| Market |
Monthly pay working for international clients (USD) |
| India |
$2,300-$8,470+ |
| Vietnam |
$3,480-$6,960+ |
| Malaysia |
$4,420-$8,600+ |
| Thailand |
$4,530-$9,070+ |
| Indonesia |
$4,540-$10,210+ |

Monthly ranges from the Remote (Working for International Clients) figures on our rate cards for India, Vietnam, Malaysia, Thailand and Indonesia, converted at ExchangeRate-API mid-market rates for 14 September 2026.
Malaysia, Thailand and Indonesia start within $120 of each other, so seniority and stack decide the price there more than the country does. Vietnam has the lowest ceiling of the five. All five ranges are open at the top.
Through Second Talent, senior data engineers start from $2,999 a month: one monthly fee that bundles salary, payroll taxes, statutory contributions and our service fee. Our pricing page explains the subscription.
US Pay Benchmark for Data Engineers
BLS has no data engineer occupation. Our fixed mapping uses Data Scientists (15-2051), whose BLS definition covers data modeling and turning raw data into usable information. BLS defines Database Architects (15-1243) as workers who "model, design, and construct large relational databases or data warehouses", which fits a warehouse-first hire, so that column sits alongside.
| BLS OEWS, May 2025, national |
Data Scientists (15-2051) |
Database Architects (15-1243) |
| Employment |
262,440 |
67,140 |
| 10th percentile, monthly |
$5,600 |
$7,190 |
| 25th percentile, monthly |
$7,140 |
$9,110 |
| Median, monthly |
$10,020 |
$11,630 |
| 75th percentile, monthly |
$13,240 |
$14,110 |
| 90th percentile, monthly |
$16,590 |
$17,000 |
Monthly figures are the annual wages on the BLS OEWS profiles for 15-2051 and 15-1243 divided by 12 and rounded to the nearest $10. The annual medians are $120,230 and $139,500.
The architects column pays more at all five percentiles, with about a quarter of the employment. For a hire who owns ingestion and orchestration more than schema design, the data scientists column is the closer match.
Salary is only part of the US cost. In the BLS Employer Costs for Employee Compensation release for June 2026, wages and salaries made up 68.5% of employer compensation costs for full-time private industry workers, and benefits the other 31.5%.
On the contract side, our data engineer cost-to-hire page puts a mid-level US freelance or contract data engineer at $92 to $145 an hour, before payroll, insurance and leave benefits.
Time Zone Overlap with ET, CT and PT
US nightly batch jobs run while Asia is at work. Midnight in New York is 11:00 am in Ho Chi Minh City, Jakarta and Bangkok while US daylight time lasts, which ends on 1 November 2026 per NIST. None of the cities below change their clocks.
| Engineer's city |
UTC offset |
9:00 am ET (EDT) |
9:00 am CT (CDT) |
9:00 am PT (PDT) |
| Manila, Singapore, Kuala Lumpur, Taipei |
UTC+8 |
9:00 pm |
10:00 pm |
12:00 midnight |
| Ho Chi Minh City, Jakarta, Bangkok |
UTC+7 |
8:00 pm |
9:00 pm |
11:00 pm |
| Bengaluru |
UTC+5:30 |
6:30 pm |
7:30 pm |
9:30 pm |
After 1 November 2026, every time in the table moves one hour later.
Data engineering splits into two kinds of hours, and each suits a different schedule:
- Pipeline watch, Ho Chi Minh City, 9:00 am to 6:00 pm (02:00 to 11:00 UTC). That is 10:00 pm to 7:00 am in New York. The engineer is at the desk when the overnight load fails and can backfill before your analysts open their dashboards.
- Overlap for modelling work, Bengaluru, 2:30 pm to 11:30 pm (09:00 to 18:00 UTC). That is 5:00 am to 2:00 pm EDT: five hours of a 9-to-5 day in New York, four with Chicago (4:00 am to 1:00 pm CDT) and two with San Francisco (2:00 am to 11:00 am PDT).
Metric definitions and schema changes need the shared hours, since the analysts who consume them sit in the US. Backfills, reruns and warehouse maintenance fit the hours outside the overlap. We agree that split before the offer, which is how our placements get 4-6 hours of daily overlap with US hours.
Night hours cost more for employees in two markets: at least 10% extra between 10 pm and 6 am in the Philippines (Labor Code Article 86), and at least 30% between 22:00 and 06:00 in Vietnam (Labor Code Articles 98 and 106). The Ho Chi Minh City day shift above carries no night premium.
Data Engineer Skills to Screen For

PostgreSQL was used by 58.2% of professional developers in Stack Overflow's 2025 survey, against 6.5% for BigQuery, 4.2% for Snowflake and 3.2% for Databricks SQL. Good SQL is common. Hands-on time with a cloud warehouse is not, so test on the platform you run.
SQL modelling and dbt contracts
A dbt model contract, once enforced, makes dbt run a preflight check that the query returns the column names and data types defined in YAML. Warehouses enforce only some constraints: Snowflake's constraints overview marks primary key, unique and foreign key as not enforced on standard tables. Load a table with a duplicate key and ask the candidate which test catches it.
Orchestration after Airflow 3
Apache Airflow 3.0 shipped on 22 April 2025, and Airflow 2 reached end of life a year later, per the project's supported versions table. The upgrade guide lists what breaks: task code can no longer open sessions on the metadata database, SubDAGs are gone, and SLAs gave way to Deadline Alerts. Ask for the last DAG the candidate migrated and what they rewrote.
Streaming on Kafka without ZooKeeper
Apache Kafka 4.0, released on 18 March 2025, was the first major release to run entirely without ZooKeeper, in KRaft mode. Brokers now require Java 17. The new consumer rebalance protocol is on by default at the server, but consumers opt in with group.protocol=consumer. A candidate who ran a 3.x cluster should be able to describe the migration path and the rebalances it removed.
Lakehouse table formats
Version 2 of the Apache Iceberg spec added row-level deletes through delete files, without rewriting data files. Version 3 adds binary deletion vectors, row lineage and a variant type. Ask the candidate how they compacted small files and delete files on a busy table, and which engines in your stack can read v3.
Warehouse cost ownership
Snowflake doubles credit usage with each step up in warehouse size, and bills per second with a 60-second minimum each time a warehouse starts. A job that resumes a suspended warehouse at five-minute intervals pays that minimum twelve times an hour. Give the candidate a month of query history and ask which schedule, size or auto-suspend setting they would change first.
Contractor or Employer of Record for a US Company
Software is not one of the nine categories of commissioned work that can be "work made for hire" under 17 U.S.C. § 101. A contractor's dbt models, DAGs and ingestion code stay theirs until transferred, and § 204(a) requires that transfer in writing, signed.
IRS Publication 515 says the place where someone performs the services determines the source of the income, so a data engineer working from Hanoi or Kuala Lumpur earns foreign-source income. A foreign individual gives the payer Form W-8BEN to certify foreign status.
Local law applies its own test. Philippine courts use the four-fold test, and in Atok Big Wedge v. Gison the Supreme Court called control over the worker's conduct the most important of the four. Article 13 of Vietnam's 2019 Labor Code treats an agreement under another name as a labor contract when it covers a paid job, wages and management or supervision.
|
Independent contractor |
Employer of Record |
| Legal employer |
None; the engineer invoices you |
The EOR's local entity |
| US paperwork |
Form W-8BEN from the engineer |
Service agreement with the EOR |
| IP |
Written assignment covering models, DAGs and pipeline code |
Assignment terms in the employment contract and EOR agreement |
| Local labor law |
Classification risk if the work looks like employment |
Night premiums, public holidays and leave apply |
| Pay currency |
Agreed in the contract |
In Vietnam, wages in the labor contract are stated in dong (Article 95) |
A one-off warehouse migration with a fixed end date suits a contractor agreement. An engineer who holds production credentials to your warehouse and answers for the nightly load meets both tests above, and our Employer of Record service employs that engineer in-country for you. Our EOR, PEO and contractor comparison sets out the trade-offs. This is a summary, not legal advice.
English Level and Working Norms
Thailand's IT workers score 459 on the EF English Proficiency Index 2025, above the country's overall 402, which ranks 116th of 123 countries and regions. Malaysia leads the table at 581, against a global average of 488.
| Country |
EF EPI 2025 score |
World rank (of 123) |
IT job-function score |
| Malaysia |
581 |
24 |
590 |
| Vietnam |
500 |
64 |
500 |
| India |
484 |
74 |
487 |
| Indonesia |
471 |
80 |
523 |
| Thailand |
402 |
116 |
459 |
Scores come from EF's country pages, such as Thailand and Malaysia.
A data engineer's English shows up in column descriptions, model documentation and the incident note that explains why a dashboard was wrong. Ask finalists to document one of your messiest tables in YAML. It tests whether analysts in the US could use the table without asking.
Plan around both holiday calendars. Thanksgiving on 26 November 2026 is a working day in Asia, so an engineer there can watch the holiday-weekend sales loads while your US team is off. Vietnam's Labor Code gives five paid days for Lunar New Year (Article 112), so avoid scheduling a warehouse cutover for that week.
Data Engineer Hiring Process

Second Talent's vetting covers stages 2 to 5 before you see a profile. The checks below are the data engineering versions to repeat in your own final round.
Stage 1: Define what the hire owns
Name the warehouse, the orchestrator, the ingestion tools and the data volume per day. Say whether the role carries the pipeline pager, and which BLS column above fits it.
Stage 2: Application review
Look for pipelines the candidate kept running after launch: a warehouse they migrated, a DAG estate they upgraded, a streaming job with a stated throughput. Ask for row counts, freshness targets or monthly warehouse spend in plain numbers.
Stage 3: Skills assessment
Give a raw event table with late-arriving and duplicate records. The candidate builds an incremental dbt model with a contract and tests, then schedules it in Airflow 3. We score the tests they chose alongside the SQL.
Stage 4: Live technical interview with a senior engineer
Run a mock data incident: the revenue dashboard is 12% low on Monday morning. Watch how the candidate traces lineage, checks the last successful load and writes the note to the analytics team.
Stage 5: Background and reference checks
Ask former managers how often the candidate's pipelines failed silently, and how they handled access to production data. Then sign a contract that assigns the IP, as a contractor agreement or through an EOR.
Hire Data Engineers from Asia with Second Talent
We shortlist 6-8 candidates within 24 hours from 100,000+ pre-vetted engineers, accepting only the top 1% of applicants. Data engineers start from $2,999 a month, with $0 upfront, no lock-in and 4-6 hours of daily overlap with US hours. We handle contracts, payroll and equipment, with compliant EOR contracts and payroll in 9 Asian markets.
Our pricing page sets out the subscription, and for teams that need models built on the warehouse we also staff data scientists and Python developers.