Hiring engineers across different countries can lead to major cost differences. Salaries vary by location, experience, company type, and industry demand. For the same role, businesses may pay several times more in one country than another. It makes global hiring a key strategy for cost control and scaling teams.
In this statistical guide, we break down real salary data across roles and regions to help you understand where you can save money while still hiring skilled engineering talent. All data are collected from authorized sources and are listed at the end of the article for assurance.
Looking to hire engineers globally? Index.dev helps you find top talent while optimizing costs worldwide →
Key Takeaways: Cost Differences Between Hiring Engineers Globally
- Hiring costs vary widely by location. The same role can range from $20,000 to $300,000+ per year globally.
- The United States is the most expensive market. Engineers often earn 2x to 5x as much as in India for similar roles.
- India offers the highest cost advantage. Companies can save up to 83% on roles such as DevOps by hiring in India rather than the US.
- Experience drives major cost jumps. Salaries can increase 2x or more from entry-level to senior roles, especially in cybersecurity.
- Company type impacts pay heavily. Top tech firms like Google or Meta can pay 10–20x more than IT service companies for similar roles.
- Industry also changes costs. In India, DevOps engineers in fintech or telecom earn 50–70% more than those in IT services.
- Hourly cost gaps are extreme. Site reliability engineers cost about $6/hour in India vs $66/hour in the US.
- Even within the same country, costs vary. US cities like New York and Washington DC pay $5K–$7K more annually than other locations.
- Leadership roles show large gaps. Engineering managers cost around 4x as much in the US as in India.
- Offshore hiring is a strong strategy. Hiring globally can reduce costs while maintaining similar engineering output.
1. What is the cost of hiring AI/ML engineers globally?
The cost of hiring AI and ML engineers ranges from $20,000 to over $300,000 per year, depending on location and experience. This wide range exists because AI talent sits in one of the most competitive and rapidly growing areas in engineering.
In the United States, AI engineers also earn a base salary between $88,000 and $133,000, with an average base salary of $108,000 and an average bonus of $33,000 per year. This compensation structure shows that companies not only pay high base salaries but also use bonuses to retain talent in a highly competitive market.
AI/ML engineers' salaries in other parts of the world:
- According to AmbitionBox, AI engineers in India earn between ₹15.6 lakh and ₹17.2 lakh per year, with an average salary of ₹16.4 lakh, top 10% earning ₹26.3 lakh, and top 1% earning up to ₹49.5 lakh annually. It shows that, even with lower average costs, top-tier AI talent in India can still command premium salaries.
- In the United Kingdom, AI engineers earn a base salary between £43K and £77K, with an average base salary of £58K and an average additional salary of £5K.
- In Singapore, AI engineers earn between $5,000 and $7,000 per month, with an average base pay of $6,000 and an additional average salary of $820 per month. It reflects a stable but controlled market where salaries are competitive but not extreme.
- In the UAE, machine learning engineers earn an average salary of AED 8,000 per month, with salaries ranging from AED 1,000 to AED 14,500.
- For machine learning roles in the UK, salaries range from £47K to £105K, with senior roles reaching up to £110K.
AI hiring costs are driven more by talent scarcity and business impact than geography alone. Countries with stronger AI ecosystems and higher competition drive up salaries, while emerging markets offer lower averages but still reward top talent heavily.
2. What do software engineers earn at top companies in the United Kingdom?
Software engineers in the United Kingdom earn between $62,000 and $155,000+ per year, depending on company, role, and experience. The variation is not random. It reflects how different companies value AI roles based on their business model and product dependence.
- At Amazon, an SDE I with around 5 years of experience earns about $62,630 per year.
- At Sage, an L3 engineer with 12 years of experience earns around $122,635 per year.
- At Checkout.com, a Senior Software Engineer I with 7 years of experience earns about $155,908 per year.
You should benchmark salaries based on the candidate’s current company type. Engineers from fintech and product companies expect higher pay because their work directly impacts revenue. Candidates from traditional or service-based companies usually have lower salary benchmarks. The 2.5x gap shows that company background drives pay more than experience.
3. What is the salary difference for AI/ML engineers between Dubai and Abu Dhabi?
AI and ML engineers in the UAE earn between AED 99,000 and AED 246,000 per year — equivalent to approximately $27,000–$67,000 USD, depending on the city.
- Dubai: Around AED 246,144/year — ≈ $67,000 USD, driven by strong demand and a higher concentration of tech companies.
- Abu Dhabi: Around AED 99,242/year — ≈ $27,000 USD, reflecting relatively lower demand and market size.
It creates a 2.5x salary gap within the same country, driven by demand concentration rather than skill differences. Hiring in Dubai will significantly increase costs due to higher competition. If the role does not require access to a dense tech ecosystem, you can hire in Abu Dhabi at a lower cost. Location choice directly impacts the budget without changing role requirements.
Up next: Discover the top 5 countries where AI developer salaries give the best ROI in 2026.
4. How does experience impact the cost of hiring cybersecurity engineers globally?
The cost of hiring cybersecurity engineers increases from $65,000 at the entry level to $170,000 at the senior level in the US, while in India, it rises from ₹7.6 lakh to ₹15 lakh+ with experience.
In the United States, security engineers earn between $65,000 and $170,000 depending on experience. Entry-level engineers earn around $75,000, mid-level engineers earn about $97,500, senior engineers earn around $125,000, and lead-level engineers earn about $155,000.
In India, cybersecurity engineers show steady salary growth across experience levels (USD equivalents in brackets):
- 1 to 3 years of experience: ₹7.6 lakh (≈ $9,700), top 10% earns nearly ₹10 lakh (≈ $12,800), and the top 1% earns ₹28 lakh (≈ $36,000)
- 3 to 6 years of experience: ₹9.6 lakh (≈ $12,300), the top 10% earns around ₹16 lakh (≈ $20,500), and the top 1% earns ₹45.7 lakh (≈ $58,400)
- 6 to 9 years of experience: ₹15 lakh (≈ $19,200), the top 10% earns ₹24.8 lakh (≈ $31,700), and the top 1% earns ₹52.5 lakh (≈ $67,000)
You should not assume salary growth is linear with experience. The biggest cost jump happens when roles shift from execution to ownership. Mid-level hiring gives the best cost-to-output balance for most teams. Senior hiring should be limited to roles where security failures can directly impact business continuity or compliance.
5. How does experience impact the monthly salary of site reliability engineers in the UAE?
The salary range for a Site Reliability Engineer in the UAE is between AED 4,681 and AED 26,000, with an average monthly salary of AED 11,791 (≈ $3,210) for employees with 1 to 17 years of experience.
- 0–1 years of experience: Around AED 4,681/month (≈ $1,275), reflecting high entry demand in some roles
- 3–6 years of experience: Around AED 6,281/month (≈ $1,710), showing variation based on role type and company
- 6–9 years of experience: Around AED 9,903/month (≈ $2,700), with gradual salary growth
- 9–12 years of experience: Around AED 16,333/month (≈ $4,450), indicating higher pay at senior levels
Budget pressure begins after the 6-year mark. Most cost-efficient hiring falls in the 3–6-year range, where you get strong execution without the costs of senior-level roles. Senior hires should be limited to roles where uptime, incident ownership, and system reliability directly impact business operations.
6. How does location impact the monthly salary of site reliability engineers in the UAE region?
Site reliability engineer salaries in the UAE region range from AED 11,000 to AED 20,400 per month (≈ $3,000–$5,550), depending on location.
- Saudi Arabia: Around AED 20,402/month (≈ $5,550), the highest in the region due to strong demand for infrastructure roles
- Abu Dhabi: Around AED 14,144/month (≈ $3,845), offering moderate compensation within the UAE
- Dubai: Around AED 11,262/month (≈ $3,060), slightly lower despite being a major tech hub
It shows that location within the region can create up to 80% salary variation, with some neighboring markets offering higher pay than major cities like Dubai.
7. What are the highest-paying cities for site reliability engineers in the United Kingdom?
Site reliability engineer salaries in the United Kingdom range from £63,000 to £95,000 per year, depending on the city.
| Top-paying cities in the UK | Estimated Annual Salary (GBP) |
| Newcastle upon Tyne | £95,154 |
| Bristol | £81,534 |
| Sheffield | £77,386 |
| London | £76,767 |
| Birmingham | £76,315 |
| Manchester | £72,915 |
| Reading | £68,953 |
| Edinburgh | £66,414 |
| Cambridge | £63,093 |
This table shows that salaries can vary by over £30K across cities, with some smaller or emerging tech hubs offering higher pay than larger cities.
8. What is the cost of hiring data engineers globally?
The cost of hiring data engineers ranges from $14,000 to over $136,000 per year, depending on experience and location.
- In the United States, data engineers earn an average salary of $136,204, with salaries ranging from $88,282 to $210,140.
- Data engineers in India earn between ₹11.4 lakh and ₹12.6 lakh (≈ $14,000–$15,500), with an average salary of ₹12 lakh (≈ $14,800). The top 10% of engineers earn ₹19.6 lakh (≈ $24,000), and the top 1% earns up to ₹33.9 lakh (≈ $41,800).
- In the United Kingdom, data engineers earn between £38K and £62K, with an average base salary of £49K and an average bonus of £4K.
- In the UAE, data engineers earn an average salary of AED 12,227 per month (≈ $3,330), with salaries ranging from AED 2,000 to AED 27,000 (≈ $545–$7,360).
You should segment hiring based on role complexity. Use high-cost markets like the US for advanced data architecture and critical systems. Use India and similar markets to develop and execute the pipeline. This helps balance cost and capability.
9. What is the cost of hiring DevOps engineers in the US and India?
The cost of hiring DevOps engineers in the United States is around $122,950, with salaries ranging from $40,000 to $189,000. Their hourly rates range from $19.23 to $90.87, with an average of $59.11 per hour.
In India, DevOps engineers earn between ₹8.6 lakh and ₹9.5 lakh (≈ $10,600–$11,700/year), with an average salary of ₹9 lakh( ≈ $11,100/year). The top 10% of DevOps engineers with 3+ years of experience earn ₹13.7 lakh (≈ $16,900/year) according to AmbitionBox, and the top 1% earns up to ₹26.1 lakh (≈ $32,200/year).
10. How does the industry impact the cost of hiring DevOps engineers in India?
The cost of hiring DevOps engineers in India ranges from ₹8 lakh to ₹13.7 lakh per year (≈ $9,900–$17,000/year), depending on the industry, with product and financial sectors paying significantly higher than IT services.
- In IT services and consulting companies, DevOps engineers earn around ₹8 lakh per year (≈ $9,900/year, making it the lowest-paying segment.
- In contrast, software product companies offer around ₹12.4 lakh (≈ $15,400/year), while internet companies pay close to ₹12.1 lakh (≈ $15,000/year), showing a clear jump in salaries for product-focused environments.
- Financial services offer the highest salaries at around ₹13.7 lakh ≈ $17,000/year), followed by telecom companies at ₹12.9 lakh (≈ $16,000/year), reflecting higher demand for reliability, security, and large-scale infrastructure.
This shows that hiring from product, fintech, or telecom sectors can cost 50–70% more than hiring from IT services, even within the same role and experience level.
11. What is the cost difference for hiring mid-level DevOps engineers in India vs the US?
Mid-level DevOps engineers cost around $25,905 in India compared to $156,000 in the United States, creating a gap of over $130,000 per hire per year.
This means companies can reduce hiring costs by up to 83% by hiring in India instead of the US for the same role and experience level. The difference is not just in salary but also reflects factors such as the cost of living, market demand, and compensation standards across regions.
For example, hiring just 5 engineers in India rather than the US can save over $650,000 annually, without changing the role requirements. It makes offshore hiring a strong option for businesses looking to optimize costs while maintaining engineering capacity.
12. What is the monthly cost of hiring DevOps engineers in Dubai?
DevOps engineers in Dubai earn between AED 9,000 and AED 20,000 per month, depending on experience and company.
- Base salary range: Around AED 9K to AED 20K/month
- Average base pay: Around AED 15K/month
- Additional salary: Around AED 2K/month on average, with a range from AED 258 to AED 4K/month
It reflects that total monthly compensation can increase by 10–25% through bonuses, making actual hiring costs higher than base salary alone would suggest.
You need to evaluate total compensation rather than relying solely on base salary benchmarks. Candidates often consider bonuses and variable pay while making decisions. If you budget only for base salary, you may underestimate the actual cost and risk losing candidates to better-structured offers.
Learn more: Explore which 10 countries offer the highest paying opportunities for software engineers in 2026.
13. What is the hourly cost of hiring site reliability engineers globally?
The hourly cost of hiring site reliability engineers ranges from about $6 to $66 per hour, depending on location.
- United States: Around $66.34/hour, reflecting high demand and mature infrastructure roles
- United Kingdom: Around £40.23/hour, offering a mid-range cost compared to global markets
- India: Around ₹516/hour (~$6/hour), making it one of the most cost-effective locations for SRE hiring
This highlights a significant cost gap: hiring SREs in India can be 8–10x cheaper per hour than in the United States, while supporting similar operational roles.
You should structure teams based on cost and responsibility. High-cost regions should handle critical system ownership and complex reliability tasks. Lower-cost regions should handle monitoring and operational support. This approach allows you to reduce overall cost without affecting system performance.
14. What is the cost of hiring cloud engineers in the top US cities?
The cost of hiring cloud engineers in top US cities ranges from about $141,000 to $148,000 per year, depending on the location.
- New York: Around $148,558/year, among the highest due to strong demand and high cost of living
- Washington DC: Around $142,954/year, driven by demand in government and enterprise cloud systems
- Chicago: Around $141,424/year, slightly lower but still competitive for large-scale infrastructure roles
This shows that even within the US, hiring costs can vary by $5K–$7K annually based on city, with major metro areas consistently commanding higher salaries.
15. How does location impact offshore engineering costs in the United States?
Offshore engineers in the United States earn between $46,500 and $174,000 per year, with an average salary of $146,868, showing strong cost variation by location.
| Top-paying locations | Estimated Annual Salary (USD) | Reasons |
| Barrow, Alaska | $182,964 | Limited local talent availability |
| Nome, Alaska | $182,189 | Constrained talent supply |
| Cupertino, California | $181,197 | High demand from major tech companies |
| Berkeley, California | $179,831 | Strong competition in the tech market |
| Berlin Corners, Vermont | $179,503 | Smaller talent pool and local demand |
| San Mateo, California | $178,428 | Proximity to Silicon Valley demand |
| Hanalei, Hawaii | $177,604 | Geographic constraints and a limited workforce |
| Aspen, Colorado | $177,522 | Niche demand and a smaller hiring market |
| Sitka, Alaska | $176,929 | Talent scarcity in a remote region |
| Wyoming | $175,158 | Low talent density and limited supply |
For recruiters, hiring in high-demand or talent-constrained locations can increase costs by 20–25% above average, even within the same country.
16. How do companies impact engineering salaries globally?
The cost of hiring AI engineers varies significantly by company, ranging from low-cost IT service firms to high-paying global tech companies.
In India, the top 4 high-paying companies for AI engineers include:
- Infosys: Around ₹7.7 lakh per year
- TCS: Around ₹6.3 lakh per year
- Wipro: Around ₹2.1 lakh per year
- Capgemini: Around ₹18.1 lakh per year
At the global level, the top 3 tech companies offer significantly higher compensation for AI roles:
- Zoox: Around $243,000 (entry-level AI engineers)
- Google: Around $500,000 (senior roles)
- Meta: Around $540,000 (experienced roles)
This shows that company type can create a massive pay gap, where top-tier tech firms pay 10–20x more than traditional IT service companies for the same role category.
17. What is the cost difference for hiring engineering managers globally?
Engineering managers cost around $52,308 to $200,000 per year, depending on location.
In the United States, engineering managers earn around $200,000 annually, while in India, they earn about $52,308.
It creates a 4x cost difference, making leadership hiring significantly more expensive in the US compared to India.
Engineering manager salaries in the UAE range from AED 3,300 to AED 44,400 per month, depending on experience.
| Experience Level of Engineering Managers | Monthly Salary (AED) |
| 0–1 years | 3,333 |
| 1–3 years | 6,500 |
| 3–6 years | 14,185 |
| 6–9 years | 9,398 |
The average monthly salary is around AED 21,067, indicating that compensation can vary widely based on company size, team responsibility, and leadership scope.
18. What are the 3 highest-paying cities for hiring cloud engineers in the United States?
The highest-paying cities for cloud engineers in the United States offer salaries ranging from $141,000 to $148,000 per year.
- New York: Around $148,558/year, the highest among major cities, due to strong enterprise and cloud demand
- Washington DC: Around $142,954/year, driven by government and large-scale infrastructure projects
- Chicago: Around $141,424/year, slightly lower but still competitive for cloud roles
This shows that top metro cities consistently command higher salaries, with differences of around $5K–$7K annually based on demand and industry presence.
19. What are the additional salary benchmarks for cybersecurity roles in the United States?
Cybersecurity salaries in the United States vary widely based on role type and specialization, ranging from $53,000 to $170,000+ per year.
- Remote security engineers: Around $110,000/year on average, reflecting standard market demand for remote roles
- General security engineers: Typically earn between $65,000 and $170,000, depending on experience level
- Network security engineers: Earn between $53,663 and $133,605, often lower due to narrower role scope
The variation comes from how broad or specialized the role is and whether it involves full system security or a narrower function.
You should not treat cybersecurity as one salary band. Role definition directly impacts cost. Broad roles with end-to-end security responsibilities command higher pay, while specialized roles like network security pay less. Clear role scoping helps you control the budget and avoid overpaying for narrowly defined responsibilities.
20. What do top companies pay for hiring mid-level data engineers in India?
Top companies in India pay between ₹29.5 lakh and ₹36 lakh per year for data engineers with 3 to 6 years of experience.
- Apple: Around ₹36 lakh/year, among the highest for mid-level roles
- Google: Around ₹35.1 lakh/year, reflecting strong demand for data talent
- Atlassian: Around ₹33.3 lakh/year, competitive for product-focused roles
- XPO Logistics: Around ₹29.5 lakh/year, still significantly above average
This shows that top product and tech companies can pay mid-level data engineers in India salaries 2–3x the market average.
21. How does contract vs full-time employment impact the cost of hiring cybersecurity engineers in the United States?
Cybersecurity engineer salaries in the United States vary significantly by employment type, with contract roles earning $88 to $99 per hour and full-time roles ranging from $100,000 to $150,000 per year.
- Contract roles (GeoLogics Corporation): Around $88.75 to $98.75/hour, offering higher short-term pay and flexibility
- Full-time roles (Wider Security LLC): Around $100,000 to $150,000/year, providing stable compensation with long-term benefits
This shows that contract roles can offer higher hourly earnings, while full-time roles provide more stable annual compensation, making the choice dependent on hiring needs and project duration.
22. What are the highest-paying companies for hiring cybersecurity engineers in the United States?
Top companies in the United States pay between $228,000 and $450,000+ per year for cybersecurity engineers, depending on the organization.
| Top Companies | Estimated Annual Salary (USD) |
| Stockton University | $450,001+ |
| New Era Technology | $267,800 |
| Mori Associates | $265,000 |
| Ares Management | $247,500 |
| Rover.com | $231,481 |
| Exponent | $228,850 |
This table reflects that company choice can create a 2x pay difference, with top employers offering significantly higher compensation for specialized cybersecurity talent.
23. How does experience impact the cost of hiring security engineers in the United States?
The cost of hiring security engineers in the United States ranges from $65,000 to $170,000 per year, depending on experience level.
- Entry-level (0 to 1 years): Earn between $65,000 and $85,000, with an average salary of $75,000/year
- Mid-level (2 to 4 years): Earn between $85,000 and $110,000, with an average salary of $97,500/year
- Senior-level (5 to 9 years): Earn between $110,000 and $140,000, with an average salary of $125,000/year
- Lead-level (10+ years): Earn between $140,000 and $170,000, with an average salary of $155,000/year
Across all experience levels, security engineers in the United States earn an average salary of $84,674 per year, with salaries ranging from $53,663 to $133,605 depending on role scope and specialization.
This shows a clear salary progression, with pay increasing by over 2x from entry to lead level, with additional variation based on role type and specialization.
Explore more: See the 8 AI developer salary trends shaping 2026 and find out how to stay competitive in the talent market.
Final Words
The data shows that engineering hiring costs are shaped by multiple factors, including location, experience, company type, and role criticality. The same role can vary by several multiples depending on where and how you hire. This makes hiring strategy more important than salary benchmarks alone.
At the same time, managing these variables is not straightforward. Recruiters need to balance cost efficiency with delivery speed, system reliability, and long-term scalability. Decisions based only on cost often lead to slower execution, while over-investing in senior talent increases the budget without a proportional impact.
This is where structured platforms help bridge the gap. Index.dev simplifies global hiring by handling sourcing, vetting, onboarding, and delivery, allowing teams to scale without operational overhead.
For example, you can hire the top 5% Site Reliability Engineer within 48 hours with Index.dev without spending long hiring cycles. Similarly, you can hire a product engineer, a DevOps engineer, and similar other experts from its pre-vetted team.
By combining cost insights with the right hiring model, recruiters can move from reactive hiring to building teams that are faster, more cost-efficient, and aligned with long-term business goals.
FAQs
1. What is the cost of hiring engineers globally?
The cost of hiring engineers ranges from $14,000 to over $300,000 per year, depending on role and location. Data roles start at lower levels, while AI and cybersecurity roles reach higher levels. Countries like the US sit at the top, while India offers significantly lower costs.
2. Why is hiring engineers in India cheaper than in the US?
Hiring in India is cheaper due to lower cost of living, different compensation standards, and larger talent supply. For example, mid-level DevOps engineers cost around $25,905 in India versus $156,000 in the US, creating savings of over 80%.
3. How does experience affect engineering salaries globally?
Engineering salaries increase significantly with experience across all regions. In cybersecurity roles, salaries can grow from $65,000 at the entry level to $170,000 at senior levels in the US, showing more than 2x growth as experience increases.
4. Do companies impact how much engineers are paid?
Company type creates major salary differences, especially in tech roles. Top companies like Google and Meta offer salaries up to $500,000+, while traditional IT service firms in India may pay under ₹10 lakh for similar roles, creating a large pay gap.
5. How much can companies save with offshore hiring?
Companies can save up to 83% on hiring costs by choosing offshore locations such as India. For example, hiring five DevOps engineers in India instead of the US can save over $650,000 annually without changing the role or requirements.
6. Does location within the same country affect hiring costs?
Location within the same country can still change salaries due to demand and talent availability. In the US, cloud engineers earn about $148,558 in New York, compared to around $141,424 in Chicago, showing clear variation even within a single market.
7. How do hourly rates differ for engineers globally?
Hourly rates vary widely across regions, with site reliability engineers costing about $66 per hour in the US and around $6 per hour in India. This creates an 8 to 10 times cost difference for similar operational roles.
Data Sources
- https://www.levels.fyi/en-gb/t/software-engineer/focus/ml-ai/locations/san-francisco-bay-area
- https://www.levels.fyi/en-gb/t/software-engineer/focus/ml-ai/locations/united-kingdom
- https://www.ambitionbox.com/profile/ai-engineer-salary
- https://www.ambitionbox.com/profile/ai-engineer-salary/bengaluru-location?tag=fortune500
- https://www.levels.fyi/en-gb/t/software-engineer/focus/ml-ai/locations/san-francisco-bay-area
- https://www.glassdoor.co.uk/Salaries/ai-engineer-salary-SRCH_KO0,11.htm
- https://www.gulftalent.com/uae/salaries/machine-learning-engineer
- https://www.glassdoor.sg/Salaries/singapore-ai-engineer-salary-SRCH_IL.0,9_IC3235921_KO10,21.htm
- https://www.glassdoor.co.uk/Salaries/us-ai-engineer-salary-SRCH_IL.0,2_IN1_KO3,14.htm
- https://survey.stackoverflow.co/2025/work#salary-comp-total-united-states
- https://www.ziprecruiter.com/Salaries/Offshore-Engineering-Salary
- https://www.indeed.com/career/data-engineer/salaries
- https://www.ambitionbox.com/profile/data-engineer-salary
- https://www.glassdoor.co.uk/Salaries/data-engineer-salary-SRCH_KO0,13.htm
- https://www.naukrigulf.com/salaries/data-engineer-salary-in-uae
- https://www.indeed.com/career/cybersecurity-engineer/salaries
- https://www.ambitionbox.com/profile/cyber-security-engineer-salary
- https://www.glassdoor.co.uk/Salaries/cyber-security-engineer-salary-SRCH_KO0,23.htm
- https://dailyremote.com/salaries/security-engineer
- https://www.indeed.com/career/security-engineer/salaries
- https://www.ziprecruiter.com/Salaries/Devops-Engineer-Salary#Hourly
- https://www.ambitionbox.com/profile/devops-engineer-salary
- https://hire-calculator.com/hire/india/devops-engineer
- https://www.indeed.com/career/site-reliability-engineer/salaries
- https://www.levels.fyi/en-gb/t/software-engineer/focus/ml-ai/locations/united-kingdom
- https://ae.indeed.com/career/ai%2Fml-engineer/salaries
- https://www.naukrigulf.com/salaries/site-reliability-engineer-salary-in-uae
- https://www.glassdoor.co.in/Salaries/dubai-united-arab-emirates-devops-engineer-salary-SRCH_IL.0,26_IM954_KO27,42.htm