By Boluwatife Oshadiya | August 7, 2026
Key Points
- Oxylabs analysed nearly 850,000 U.S. tech job postings from January 2025 to March 2026 and found AWS mentioned in 30% of listings — the clear leader
- Cloud platforms (AWS, Azure or GCP) appear in nearly 42% of all postings; Q1 2026 alone accounted for 39% of the dataset — 3.7 times the activity of Q1 2025
- Software engineering roles dominate at 38% of postings, followed by data science/AI-ML and tech management at 14% each
- DevOps and infrastructure tools (Git, Kubernetes, Docker, Terraform) form a second major demand cluster at 30% of tool mentions
- For Nigerian professionals, the data underscores that cloud fluency and core infrastructure skills remain the highest-leverage entry points into remote U.S. and global tech roles
Main Story
American tech employers are simultaneously cutting staff and posting record numbers of new roles. Companies have cited AI-driven efficiency as justification for layoffs through 2025 and into 2026. At the same time, tech job postings reached a three-year high in early 2026. The first quarter of 2026 alone accounted for 39% of all listings in a major dataset — 3.7 times more activity than the same period a year earlier.
To understand what employers actually want, Oxylabs Research examined approximately 850,000 U.S. tech job postings published between January 2025 and March 2026. The analysis, last updated 31 July 2026, cuts through developer surveys and social-media hype to show which tools appear most frequently in real job descriptions.
The top 10 most-mentioned tech tools are:
- Amazon Web Services (AWS) — 30%
- Microsoft Azure — 24%
- Git — 21%
- Excel — 15%
- Google Cloud Platform (GCP) — 14%
- Kubernetes — 14%
- Docker — 13%
- Power BI — 9%
- Terraform — 8%
- Tableau — 7.5%
Cloud platforms form the foundation. Nearly 42% of all postings required knowledge of at least one of the three major providers. AWS appears roughly 1.2 times more often than Azure and 2.1 times more often than GCP. AWS and Azure co-appear in 15% of postings — the most common duo. Kubernetes slightly edges Docker. Power BI leads Tableau, driven by Microsoft 365 integration. Excel remains a hygiene factor, especially in data-entry and IT-support roles where it is mentioned in 46% of listings.
Tool categories by share of mentions show clear priorities: Data Storage & Infrastructure (mainly cloud) 47%, DevOps & Developer Experience (Git, Docker, Kubernetes, Terraform) 30%, Business Intelligence & Analytics 18%, Data Ingestion & Transformation 4%, and Orchestration & Observability 1%.
Role breakdown concentrates demand: Software Engineering 38%, Data Science & AI/ML 14%, Tech & Engineering Management 14%, DevOps/Cloud/SRE 12%, and Data Analysis & BI 11%. The top five categories account for nearly 90% of postings.
Role-specific patterns sharpen the picture. Backend engineers see AWS in 51% of listings. DevOps and SRE roles show the heaviest infrastructure demand: AWS 58%, Azure 45%, Kubernetes 39%, Terraform 38%. Data engineers and architects require AWS (47%), Azure (42%) and GCP (24%), plus Spark, Snowflake and Databricks. Data scientists and AI/ML specialists still lead with cloud platforms. Data analysts and BI specialists shift toward Power BI (43%), Excel (41%) and Tableau (36%). Even managers are expected to show solid cloud familiarity.
Industry concentration is equally clear. Tech, Data & Telecom accounts for 45% of postings, followed by Professional/Legal/Business Services (17%), then Manufacturing/Industrial/Defense and Finance/Insurance/Real Estate (8% each). Geographically, California leads with 13%, Texas 8%, New York 5% and Virginia 4%. Virginia stands out on a per-capita basis because of its dense data-centre footprint. AWS leads in most states; Azure leads in a cluster of Upper Midwest and Southern states.
The Issues
The data exposes a structural mismatch between public narratives and employer requirements. Layoffs continue under the banner of AI efficiency, yet hiring for the people who keep systems running at scale has accelerated. Foundational infrastructure tools dominate job ads more heavily than survey-based rankings or conference buzz suggest. High-visibility skills that trend on social platforms appear less often than expected.
For job seekers, the risk is chasing the newest specialised pipeline tools without first mastering cloud fundamentals and core DevOps practices. Demand remains concentrated in tech itself and in data-heavy industries. The market continues to reward people who can keep large systems reliable even as companies pursue AI-driven productivity gains. Specialised tools matter, but only after the infrastructure layer is solid.
What’s Being Said
“The picture we saw after analyzing close to a million job postings largely confirms what experienced developers would guess – cloud, infrastructure, and data skills are in high demand. Where it gets more interesting is in the proportions: cloud platforms and DevOps tooling dominate job ads even more heavily than survey-based rankings suggest, while some high-visibility skills (the ones trending on X or headlining conference talks) appear less often than you might think,” said Andrius Kūkšta, Tech Lead at Oxylabs.
Kūkšta added: “Chasing the most ‘advanced’ or talked-about tools without building cloud fundamentals first is a risky strategy. The data suggests professionals should first identify their target role category, then master the toolset specific to that path.”
Independent coverage of the same dataset has reinforced the same conclusion: cloud fluency is no longer optional for most technical and even many managerial roles in the U.S. market.
What’s Next
The Oxylabs analysis covers postings through March 2026. Subsequent quarterly data will show whether the early-2026 hiring surge sustained or moderated. Nigerian professionals targeting remote U.S. or global roles should monitor certification pathways (AWS Solutions Architect, Azure Administrator, Kubernetes, Terraform) and platform-specific experience, as these remain the clearest filters in international hiring. Local Nigerian demand in fintech, banking and telecom already mirrors the same cloud and analytics priorities, creating a dual track of domestic and remote opportunity.
The Bottom Line:
The 850,000-posting dataset shows that America’s tech labour market is not collapsing; it is reallocating toward people who can run and scale the infrastructure that AI and modern software depend on. For Nigerian talent, the message is direct: prioritise AWS and the core cloud-plus-DevOps stack. Those skills remain the highest-probability bridge into the roles that are still being filled at scale.
Source: Oxylabs Research – Tech Tools in U.S. Job Postings.
