The answer to how many developers are there in the world. This page is updated with the newest estimate twice per year. There are 48.4 million developers around the world Source: SlashData Developer Nation surveys | Updated: Q3 2025 How Many Developers Are There in the World? This is our most frequently asked question here at SlashData, both from professionals who need to size their addressable market or tech market trends followers. To help you, we happily share this number and update it as new data comes along. Go ahead and confidently use this number in your pitch, BoD presentation, or article. We follow a strict methodology to ensure that this is the most accurate estimate you can get. Why you can trust this developer population number You can trust this number because we rely on two key sources for our estimates: Reliable 3rd-party Data Sources – We analyze developer activity from GitHub, Stack Overflow, and employment statistics. Our own Developer Nation Survey data – Our survey has been conducted 29 times, with over 10,000 developers per wave. By calibrating external data with survey findings, we create a global developer estimate. This estimate can be segmented in many ways for instance by region and technology. Are you looking to size a particular segment? Get in touch and we will walk you through the process. CONTACT US Population growth over the past 4 years Global developer population (in millions) What sets SlashData’s population estimates apart To ensure your safety in using our data, we avoid basing our data on pageviews, downloads, IP addresses, and so on as most estimates around the web do. All of these are susceptible to a multiplier effect, not in the least due to multi-machine and multi-browser software testing, frequent cleaning of caches and cookies for testing, etc. SlashData estimates are exclusively based on what we consider to be direct indicators of human developer activity. At the same time, we go to great lengths to minimise the probability of major sampling biases in the following ways: 1. Having the largest, broadest and most diverse developer sample In each survey we field 10,000+ responses. By reaching out to developers afresh in every survey through dozens of independent channels, we minimise repeat sampling bias. We design a holistic sampling regime to ensure that our sample is never biased towards specific regional, vendor, or technology communities. 2. Minimized bias through weighting We use a sophisticated weighting methodology, which we have developed and evolved in-house, to correct for possible sampling biases across outreach channels, regions, development platforms, and more. Find out more about our methodology here Get Data-Driven Developer Insights Free Report Sizing Programming Language Communities industry analysis DOWNLOAD Questions? Our experts can walk you through the process and the insights you can access. SCHEDULE A CALL Data Dashboards Filter developer segmentation data in our free “360 view of developers” data dashboard. SEE THE DATA What can we do for you? Audience insights, product development, brand research, competitive market analysis and more. OUR SERVICES Who can benefit from developer audience size insights? Our estimates help businesses size their addressable market (TAM, SAM, SOM) and can also help teams in: Product & Strategy Teams - Identifying high-value developer segments and measuring ROI. Marketing & Growth Teams - Tracking developer adoption. Pricing & Revenue Teams - Optimising pricing strategies. Competitive Intelligence – Benchmarking against competitors. Programming language community sizes Active developers globally (in millions) | Q3 2025

The aim of this report is to provide an overview of the current state of observability through the eyes of DevOps professionals. We will begin by investigating the adoption of application performance monitoring and observability technologies, and discuss how this is affected by region, company size, and experience levels of the developers. Following this, we will take a deep dive into the most prominent challenges that developers face when setting up and maintaining observability projects. All Insights Observability in software development and the challenges developers face in observability projects Access the Full Preview About this Report The aim of this report is to provide an overview of the current state of observability through the eyes of DevOps professionals. We will begin by investigating the adoption of application performance monitoring and observability technologies, and discuss how this is affected by region, company size, and experience levels of the developers. Following this, we will take a deep dive into the most prominent challenges that developers face when setting up and maintaining observability projects. Key Questions Answered What are the features of a high quality API according to developers? What are developers concerned with in their use of third-party APIs? According to developers what are the key security risks in the use of third-party APIs? Click to expand ACCESS THE FULL PREVIEW Methodology This report is based on data collected from over 15,000 professional developers who indicated that they use DevOps technologies in the 23rd edition of our Developer Nation survey, which was fielded in Q3 2022. Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT

In this report, we take a look at the current landscape of network APIs. We begin by exploring the percentage of developers using network APIs, their regional distribution, and the types of projects they are working on. Next, we delve into the various types of network APIs developers use and examine how professional roles and company size influence network API adoption. In chapter three, our attention turns to the challenges developers face when using network APIs and how these challenges vary by company size. Finally, we reveal developers' preferences for network API pricing and explore how preferred models vary by region and company size. All Insights Landscape of network APIs Exploring developer adoption, challenges, and preferred pricing models for network APIs Access the Full Preview About this Report In this report, we take a look at the current landscape of network APIs. We begin by exploring the percentage of developers using network APIs, their regional distribution, and the types of projects they are working on. Next, we delve into the various types of network APIs developers use and examine how professional roles and company size influence network API adoption. In chapter three, our attention turns to the challenges developers face when using network APIs and how these challenges vary by company size. Finally, we reveal developers' preferences for network API pricing and explore how preferred models vary by region and company size. Key Questions Answered Where are developers using network APIs located? What type of projects are network API users building? What types of network APIs are developers using? How do professional involvement and company size influence the implementation of network APIs? What challenges do developers face when using network APIs? How do developers prefer to pay for network APIs? How do pricing preferences differ between regions and companies of different sizes? Click to expand ACCESS THE FULL PREVIEW Methodology The report is based on data collected in the 27th edition of our Developer Nation survey, which was fielded between June and July 2024. This survey reached more than 9,000 respondents from 130+ countries around the world. Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT

AI Technology tools tracker compares AI coding tools based in developer adoption, performance, quality and trust, including: GitHub Copilot, Claude Code, OpenAI Codex, Cursor Windsurf, Gemini Code Assist, Amazon Q Developer, JetBrains AI, Replit, Firebase Studio, Sourcegraph Amp, Tabnine, Mistral Code, aider, GitLab Duo, Cline Compare all 16 tools: See how deep our insights go and how to use them to win Schedule a detailed briefing with Petro & Natasa. BOOK A BRIEFING About More The AI coding tools developers choose The AI Coding Tools Benchmark report compares GitHub Copilot, Claude Code, OpenAI Codex, Cursor, Windsurf, Gemini Code Assist, Amazon Q Developer, JetBrains AI, Replit, Firebase Studio, Sourcegraph Amp, Tabnine, Mistral Code, aider, GitLab Duo, and Cline on developer adoption, performance, quality and trust . Stop investing in hype. Power decisions on data, bring results. Build your product based on what developers using coding AI tools actually expect Respond to performance pressure with clear actions, backed by data Leave guesswork aside Foggy competitor landscape? Not anymore Capitalise on the areas where your competitors are lagging. The free version offers a comparison of Claude Code, Codex and Cursor . ACCESS THE FREE REPORT Turn risky AI decisions into product roadmaps that drive results, adoption and revenue. Invest on what developers are looking and are willing to pay for, not hype Drive adoption, revenue and growth through the right product roadmap Find the right AI tool for the job YOU are doing Optimise performance, build a happy developer team The solution for AI technology vendors Benchmark product performance on awareness, adoption , engagement and satisfaction Discover what drives engagement Identify gaps in your competitors' products AI technology buyers Reduce risk by choosing the more trusted tool Choose the right tool for your stage in the lifecycle Choose the right tools for your team Set expectations on productivity and quality They trust us Decision clarity based on developer data and insights SCHEDULE A CALL Company About Culture & Careers Blog FAQs Methodology Contact us Resources Case studies Research Space Free Industry Reports Webinars Podcast Book Research AI Coding Tools Benchmark Developer Ecosystem Insights Developer Program Benchmarking Competitive Technologies Landscape Data Dashboards Developer Population Sizing Free Industry Reports Research Space Methodologies Qualitative Research Quantitative Research Competitive Market Research NEWSLETTER Services All Services Product Development Brand Research Product Configuration & Optimisation Competitive Market Intelligence Audience Insights Customer Segmentation & Persona Insights SlashData © Copyright 2026 | All rights reserved | Cookie Policy | Privacy Policy AI Coding Tools Benchmark Stop investing in hype. Power AI decisions on real developer signals. Build your product based on what developers using coding AI tools actually expect Respond to performance pressure with clear actions, backed by data Leave guesswork aside Foggy competitor landscape? Not anymore Capitalise on the areas where your competitors are lagging. How are developers using... Replit Firebase Studio Sourcegraph Amp Tabnine Mistral Code aider GitLab Duo Cline GitHub Copilot Claude Code OpenAI Codex Cursor Windsurf Gemini Code Assist Amazon Q Developer JetBrains AI ...and how do they feel about it? Turn risky AI decisions into product roadmaps that drive results, adoption and revenue. Invest on what developers are looking and are willing to pay for, not hype Drive adoption, revenue and growth through the right product roadmap Find the right AI tool for the job YOU are doing Optimise performance, build a happy developer team

In this report we provide a deeper understanding of the developers working on, learning about, and interested in blockchain projects, discovering where they live and how they learnt to code. We also provide a specific focus on professional developers involved in blockchain projects, understanding which types of roles they have, which software sectors they're involved in, and which revenue models they use. We deep dive into where blockchain developers go to get information about software development and what types of content they prefer to use for different purposes. Finally, we focus on which blockchain platforms are being used, how many platforms are being used, as well as the experience profile of developers using these platforms. All Insights A spotlight on blockchain developers Who are they, and what blockchain platforms do they use? Access the Full Preview About this Report In this report we provide a deeper understanding of the developers working on, learning about, and interested in blockchain projects, discovering where they live and how they learnt to code. We also provide a specific focus on professional developers involved in blockchain projects, understanding which types of roles they have, which software sectors they're involved in, and which revenue models they use. We deep dive into where blockchain developers go to get information about software development and what types of content they prefer to use for different purposes. Finally, we focus on which blockchain platforms are being used, how many platforms are being used, as well as the experience profile of developers using these platforms. ACCESS THE FULL PREVIEW Methodology Data for the report comes from the 23rd edition of our Developer Nation survey, which ran between June 2022 and August 2022. Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT Key Questions Answered Which regions are the hotspots for blockchain development? Which revenue models are used by professional developers involved in blockchain projects? Where do blockchain developers go to get information about software development? Which types of content do blockchain developers prefer when solving problems? Which types of content do developers interested in blockchain prefer when doing research? Which blockchain platforms are the most popular? Which blockchain platforms do the most and least experienced developers use? Click to expand

Welcome to the DevRelX podcast: a goldmine of tips and best practices from and for developer marketing, relations and advocacy professionals. Listen to all DevRelX podcast episodes Welcome to the DevRelX podcast : a goldmine of tips and best practices from and for developer marketing, relations and advocacy professionals. Want more resources? FREE RESOURCES DEV DATA & INSIGHTS

Developer Nation Community empowers developers with learning, career growth, and networking opportunities for all skill levels and fields. The Developer Nation Community aims to bring learning, career growth and connecting opportunities to software creators of all areas of development and all levels of experience. We are committed to creating a space where all software creators can set the right foundations for their career, learn how they stack up against emerging software development trends, get tips and discover opportunities for professional growth as well as plan wisely their next moves. Helping developers be their best! DISCOVER MORE How developers can benefit from joining the community: Read useful articles and receive our bi-weekly newsletter Get access to useful data and insights to help you navigate your career Watch tutorials, webinars and workshops Join community meetups Join the Developer Research Program, share your thoughts and get access to benefits Contribute content and actively participate in our events and programs Be amongst the leading members of the community and claim an active role in running it Benefits Web Mobile Desktop Cloud Industrial IoT Consumer electronics Embedded software AR & VR Apps/extensions for 3rd-party ecosystems Games Machine Learning & AI Data science Software creators, from hobbyists to enterprise engaged in all areas of software development: Who can join The members JOIN NOW Are you working with a developer community? We are always looking for partners to help us spread the word and reach more than the 30,000 developers we are currently talking to in each wave. Research program partners Here are the different ways we can work together: Developer Nation Media Partner Our Media Partners are an essential pillar in our global developer outreach, helping us spread the word about our survey to software creators in their network, community or enterprise. In return, we help our Media Partners: Get exposure to developers and no-code software creators: Get your brand, news and activities in front of 30,000+ developers globally, through logo placement, newsletter inclusions, content amplification on our Developer Nation blog and more. Get valuable data trends & make data-driven decisions: Segment, understand and speak to your developer network using data on 25+ trends. Compare basic trends in your developer community to the global average! Check out our graphs . Access first-hand research content. Our partners include global and local associations for developers and no-code software creators, tech and platform vendors, meetups, developer education platforms, tech media publishers, accelerators, non-profit organisations in tech, and more. If you lead such communities of developers and no-code software creators, this partnership is for you. Interested? Let’s talk Testing Do you have a community in mind that could take our survey? Let them know about our survey and you will earn cash for each completed response. You get to choose how you promote our survey, be it web content, social media or any other integration. Don’t start sharing the link yet. Contact us so we can provide you with more details about our Developer Nation Affiliates program & assign you a custom link to track responses. Get in touch Content Partners Do you want to join forces with us in co-creating content and distributing to both our communities? You can publish your blog posts on our blog , join our Developer Nation Broadcast or record a workshop with us. And these are just some examples- we are always open to new ideas - even the craziest ones! Drop us a line and we can get the discussion going

In this report we provide a deeper understanding of the developers working on, learning about, and interested in blockchain projects, discovering where they live and how they learnt to code. We also provide a specific focus on professional developers involved in blockchain projects, understanding which types of roles they have, which software sectors they're involved in, and which revenue models they use. We deep dive into where blockchain developers go to get information about software development and what types of content they prefer to use for different purposes. Finally, we focus on which blockchain platforms are being used, how many platforms are being used, as well as the experience profile of developers using these platforms. A spotlight on blockchain developers Who are they, and what blockchain platforms do they use? Access the Full Preview All Insights About this Report In this report we provide a deeper understanding of the developers working on, learning about, and interested in blockchain projects, discovering where they live and how they learnt to code. We also provide a specific focus on professional developers involved in blockchain projects, understanding which types of roles they have, which software sectors they're involved in, and which revenue models they use. We deep dive into where blockchain developers go to get information about software development and what types of content they prefer to use for different purposes. Finally, we focus on which blockchain platforms are being used, how many platforms are being used, as well as the experience profile of developers using these platforms. Methodology Data for the report comes from the 23rd edition of our Developer Nation survey, which ran between June 2022 and August 2022. ACCESS THE FULL PREVIEW Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Key Questions Answered Which regions are the hotspots for blockchain development? Which revenue models are used by professional developers involved in blockchain projects? Where do blockchain developers go to get information about software development? Which types of content do blockchain developers prefer when solving problems? Which types of content do developers interested in blockchain prefer when doing research? Which blockchain platforms are the most popular? Which blockchain platforms do the most and least experienced developers use? Click to expand Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT

Key Questions Answered What percentage of organisations have faced software supply chain threats in the past 12 months? What are the most common types of software supply chain threats faced by organisations? How do the types of software supply chain threats vary with company size? How do the types of software supply chain threats differ across industries? Click to expand ACCESS THE FULL REPORT Methodology The 26th edition of the Developer Nation survey reached more than 10,000 respondents from 135 countries around the world. This research report delves into key developer trends for Q1 2024 and beyond. Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT All Reports Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Threats in software supply chain management The main risks faced by organisations that build and maintain software Access the Full Report About this Report In this report, we will delve into the types of software supply chain threats that DevOps professionals encounter and explore the relationship between organisation size and industry, and the incidence of these threats.

Product development & improvement is a SlashData service based on market research data, for all high-stakes decisions in your product’s life cycle. From 1. Ideation / market opportunity assessment to Product development & prototyping, Go-to-market - Product launch and Growth & continuous improvement A product that users love: yours Use market research to transform your product and match user needs at all stages in its lifecycle Market research for every product stage Creating a product that resonates with its end users is a real challenge. Intuition can take you far, but it's a strategy based on concrete market and user data that helps you penetrate the market and scale. Product development & improvement is a SlashData service based on market research data, for all high-stakes decisions in your product’s life cycle: 1. Ideation / market opportunity assessment 2. Product development & prototyping 3. Go-to-market - Product launch 4. Growth & continuous improvement Do you need market data to navigate any of these stages? GET IN TOUCH BOOK A CALL Research for Ideation and market opportunity assessment How good is your product-market fit? Before turning on the machines, do your due diligence. Build your product roadmap with a solid understanding of the market. Competitive market analysis Evaluate competitor offerings and positioning, understand industry best practices and discover where you need to focus your efforts. Who are your competitors? Market sizing research Assess the size of your target market (both in terms of number of customers and revenue potential). Is this market worth pursuing? How much should you invest in it? Customer needs analysis Understand customer pain points, preferences, and desired solutions before entering a market. What does your potential audience need? Product development & prototyping What makes a product successful? Get it right the first time: decide which features to prioritise, seek early-stage feedback from your potential customers and bring a successful product to the world. How? Take advantage of the available data for: Concept testing Collect feedback on early-stage ideas, feature concepts, or prototypes so that you can refine product direction before investing in full development. How does your idea sound to the market? Feature prioritisation research Balance user needs, business goals, and development constraints. Confidently decide which product features you should invest in first to increase adoption rates and avoid unnecessary development costs. What should you first focus on? Usability testing How usable is your product? Identify design flaws and usability issues before full-scale development. How easy is it for users to interact with your product? Go-to-market with solid market research Launch a successful MVP Make an entrance and start strong by driving awareness and acquiring early adopters. Successfully launch your product with effective positioning, pricing, and messaging - market research ensures all of these elements are optimised. Brand perception & messaging testing Evaluate how your target audience perceives your brand and whether your messaging effectively communicates the intended value proposition. Are you speaking your target audience’s language? Pricing research Determine the optimal price point and the right pricing model for a product before its launch. Is the price right? Market segmentation analysis Identify distinct groups of customers that share common characteristics that are important to your launch. Use this information to tailor your marketing and product development efforts to each of them. Who is your buyer? Drive product growth and optimisation Keeping customers happy, always Is your product growing or maturing? Failure to measure product performance and incorporate user feedback leads to customer churn. Here’s how we can help avoid that: Customer satisfaction & loyalty analysis Measure overall product satisfaction and satisfaction with specific product attributes. Discover what works well for your users and what needs to be fixed or improved. Are your customers happy with what you offer? Product awareness and adoption Discover if your target audience is aware of your product and, if so, to what extent they use it. Understand why they adopt or reject your offering, what features they are missing, and justify feature investments to the rest of your business. Why did they choose you? Competitive benchmarking Understand how your product compares to solutions competitive to yours. Explore awareness, adoption, reasons for adoption/rejection, satisfaction with certain product attributes, and brand loyalty. Why your product and not a competitor's? In what stage are you in your product life cycle? Our market research can make everything easier. GET IN TOUCH Explore all our services Audience Insights ➜ Product Development & Improvement ➜ Brand Research ➜ Customer Segmentation & Persona Insights ➜ Product Configuration & Optimisation ➜ Competitive Market Intelligence ➜

The data for the report comes from the 24th edition of our Developer Nation survey, which ran between December 2022 and February 2023. Challenges in multi-cloud deployment An overview of the challenges and motivations of backend developers deploying to multicloud environments Access the Full Preview All Insights About this Report The data for the report comes from the 24th edition of our Developer Nation survey, which ran between December 2022 and February 2023. Key Questions Answered What are the major challenges backend service developers face when deploying to multicloud environments? How does the level of experience a developer has in backend services impact their challenges with multicloud deployment? How does the size of the organisation a developer works for impact the challenges they face in multicloud deployment? What are the major motivations for developers to choose multicloud deployment? How do the motivations for developers to choose multicloud deployment impact which challenges they face during development? Click to expand ACCESS THE FULL PREVIEW Methodology In the dynamic technology landscape, multicloud deployment is a rising paradigm in backend development. It involves using multiple cloud services from different providers to host applications and manage data. This report examines the motivations for backend developers adopting multicloud deployment, like vendor lock-in avoidance and cost optimisation, while addressing the major challenges faced by developers. Developer characteristics like experience and the size of their organization influence the intensity of these challenges, as do developers' motivations also play a role. Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT

Sustainable software engineering (SSE) is the practice of minimisingthe environmental cost of software. It is an emerging discipline at the intersection of climate science, software practices and architecture, electricity markets, hardware, and data centre design. In this report, we’ll look at which developers are involved in building sustainable software and which SSE principles are most commonly utilised. We’ll investigate how developers’ experience levels, location, and the size of the organisation they work for –amongst other factors –affect the rate at which they utilise SSE and which principles they most often adopt. Later, we’ll take a closer look at what motivates developers to utilise SSE principles, as well as which challenges they face in doing so. We’ll demonstrate how developers’ motivations and challenges change based on several different factors, such as their experience levels. All Insights Who's integrating sustainable software engineering principles? Developers’ approaches, motivations, and challenges around building green software Access the Full Preview About this Report Sustainable software engineering (SSE) is the practice of minimisingthe environmental cost of software. It is an emerging discipline at the intersection of climate science, software practices and architecture, electricity markets, hardware, and data centre design. In this report, we’ll look at which developers are involved in building sustainable software and which SSE principles are most commonly utilised. We’ll investigate how developers’ experience levels, location, and the size of the organisation they work for –amongst other factors –affect the rate at which they utilise SSE and which principles they most often adopt. Later, we’ll take a closer look at what motivates developers to utilise SSE principles, as well as which challenges they face in doing so. We’ll demonstrate how developers’ motivations and challenges change based on several different factors, such as their experience levels. ACCESS THE FULL PREVIEW Methodology Data for this report comes from the 24th edition of our Developer Nation survey, which was fielded in Q1 2023, between December 2022 and February 2023. Around 17,000 developers told us about their experiences with integrating SSE principles into their development projects. Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT Key Questions Answered Who uses sustainable software engineering (SSE) approaches? Where are the global hotspots for SSE? Which types of SSE approaches are used? Which SSE principles are utilised by developers of different experience levels and in different regions? What motivates developers to use different SSE approaches and principles? How do developers’ motivations influence the types of SSE approaches they utilise? Which challenges do developers face when implementing SSE approaches? How do they challenges developers face change with their experience levels? Click to expand

Key Questions Answered Which AI inferencing tools do cloud native developers consider mature and reliable enough for production deployment? How do ML orchestration technologies compare in terms of developer satisfaction and recommendation likelihood? What are the emerging adoption patterns for agentic AI platforms and frameworks? Can technologies that span multiple use cases (like BentoML) achieve market leadership across all categories, or do specialized tools maintain advantages? Click to expand ACCESS THE FULL REPORT Methodology In our research, we employed Likert scales to capture developers' opinions on the maturity and usefulness, from 1 to 5 stars, of the various multicluster application management and batch computing technologies surveyed. While these ratings are inherently subjective, reflecting individual perceptions and experiences, they provide valuable insights into the developer community's views. The nature of our research is centered on investigating developer perceptions of these aspects, making the subjective nature of the ratings not only acceptable but also valuable for our analysis. Although the subjective nature of Likert scales may influence the interpretation of results, as different respondents may have varying standards for rating, this variability enriches our understanding of the developer experience. Respondents were initially asked about where their projects ran or were deployed, to identify their position as a ‘cloud developer.’ Following this, they were asked which technologies they were currently using that we associate with cloud native development approaches, including technologies such as Infrastructure as Code, service meshes, and serverless computing. Respondents were recruited from third-party panels. For privacy and data minimization purposes, exclusion is based on internal consistency and survey-taking behavior metrics. As such, information on the organization the respondent works for is not carried through to any analysis. This privacy also helps encourage greater honesty from respondents, who do not have concerns that their expressed opinion will be associated with them. Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT All Reports Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? CNCF Technology Radar Q3 2025 AI Inferencing, ML Orchestration, and Agentic AI Tools and Platforms Access the Full Report About this Report As AI and machine learning workloads increasingly converge with cloud native infrastructure, understanding which tools developers trust and recommend becomes critical for technology strategy. This Technology Radar report surveys over 300 professional developers working with cloud native technologies to assess their experiences with AI inferencing engines, ML orchestration tools, and agentic AI platforms. The research categorises technologies into four adoption tiers — adopt, trial, assess, and hold — based on developer ratings of maturity, usefulness, and likelihood to recommend. For AI inferencing, NVIDIA Triton, DeepSpeed, TensorFlow Serving, and BentoML emerge as adoption leaders. In ML orchestration, Airflow and Metaflow achieve adopt status, while BentoML demonstrates cross-category versatility. For the rapidly evolving agentic AI space, Model Context Protocol (MCP) and Llama Stack show strong developer confidence. The findings reveal important patterns: technologies can excel in maturity while struggling with usefulness for specific use cases, high recommendation rates don't always correlate with top maturity scores, and cross-functional tools like BentoML can succeed in multiple domains without dominating any single category. With 41% of ML/AI developers now classified as cloud native—a proportion expected to grow — this research provides actionable intelligence for organisations building AI/ML infrastructure strategies. The report also highlights the CNCF ecosystem's crucial role in cultivating technologies from experimental innovations to production-ready infrastructure.

This report investigates how developers use artificial intelligence (AI)-assisted development tools. We start by looking at how many developers use these AI tools to help them with their projects and exploring the tasks they use them for. This report also covers the main reasons why developers use AI-assisted development tools and their effectiveness. Finally, we investigate the challenges developers face when using these tools in their projects. To better understand the current state of AI-assisted development tools, we also break down AI usage information by developer demographics such as experience and use cases throughout the report. All Insights How developers use AI-assisted development tools Exploring adoption, effectiveness and challenges for AI-assisted tools. Access the Full Preview About this Report This report investigates how developers use artificial intelligence (AI)-assisted development tools. We start by looking at how many developers use these AI tools to help them with their projects and exploring the tasks they use them for. This report also covers the main reasons why developers use AI-assisted development tools and their effectiveness. Finally, we investigate the challenges developers face when using these tools in their projects. To better understand the current state of AI-assisted development tools, we also break down AI usage information by developer demographics such as experience and use cases throughout the report. Key Questions Answered How does the likelihood of using AI tools vary across developers with differing experience levels? What are the common use cases for AI-assisted development tools? How effective do developers perceive AI to be in accomplishing various tasks? What are the key drivers and barriers that motivate and impede developers when incorporating AI tools into their workflow? Click to expand ACCESS THE FULL PREVIEW Methodology The 26th edition of the Developer Nation survey reached more than 10,000 respondents from 135 countries around the world, which ran between December 2023 and February 2024. This research report delves into key developer trends for Q1 2024 and beyond. Questions? Let's talk! Fill the form. Natasa and Petro will help you drive developer adoption: Name Email I have read and agree to SlashData's Privacy Policy and I want to be contacted. GET IN TOUCH WITH ME Frequently asked questions (F.A.Q.) Who benefits from these reports? Leaders who need to: Make or defend a high-stakes decision Secure budget Enter a market Reposition a product Prove ROI Reduce uncertainty Build a high-adoption product roadmap If you’re under pressure to justify a strategic move with evidence, that’s where our insights help most. What makes SlashData different from other research providers? How reliable is the data? Can this support a business case or budget proposal? How do you ensure credibility with our executive team? Do you replace internal research or complement it? I don’t see my company/product on the list. Can you benchmark us against our competitors? Is this relevant if we sell AI tooling? How long do projects typically take? Contact us First name* Last name* Work Email* Company * Role* Message I agree to SlashData's Privacy Policy and I want to be contacted * SUBMIT