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In this report, we will explore the different practices and approaches used by developers involved in data and machine learning (ML) operations (DataOps/MLOps), and how these practices are used together. We will also look at how differentDataOps/MLOp practices dictate the use of different backend and ML technologies, as well as ways of storing data. Finally, we will show how developers' motivations and target audiences are impacted bytheirDataOps/MLOp practices. All Insights Emerging practices in MLops / DataOps An overview of current and emerging trends in MLOps/DataOps Access the Full Preview About this Report In this report, we will explore the different practices and approaches used by developers involved in data and machine learning (ML) operations (DataOps/MLOps), and how these practices are used together. We will also look at how differentDataOps/MLOp practices dictate the use of different backend and ML technologies, as well as ways of storing data. Finally, we will show how developers' motivations and target audiences are impacted bytheirDataOps/MLOp practices. 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 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 MLOps/DataOps practices are developers using, and using in combination? What are the differences in MLOps/DataOps practices between developers in different sectors? What impact does how the data is stored have on MLOps/DataOps practices? How does the amount of data ML/data scientists use for training their models have on their choice and use of MLOps/DataOps practices? How does the motivation of those involved in ML/AI have on their choice and use of MLOps/DataOps practices? Click to expand

Our Privacy Policy, how SlashData handles your personal information, so you are safe browsing our research. The SlashData Privacy Policy What this policy covers Your privacy is important to us, and so is being transparent about how we collect, use, and share information about you. This policy describes what types of information we collect from you, how it is used, how we share it with others, how you can manage the information we hold and how you can contact us. We will always give you the option not to receive marketing communications from us. We will never send you unsolicited emails or communications, or share your data with anyone else who might. We do not sell your personal information to third parties. The contents of this policy may change from time to time so you may wish to check this page occasionally to ensure you are still happy to share your information with us. Where possible, we will also contact you directly to notify you of these changes. Below you will find the following information: Information we collect How we use information we collect How we share information How we store and secure information How long we keep information How to access and control your information Who we are and how to contact us Other resources Survey respondents may wish to visit our Developer Economics Data Policy Our Privacy policy has been written in compliance with the European General Data Protection Regulation (GDPR) . Information We Collect We collect information about you or your company when you provide it to us, when you use our services or participate in our biannual surveys. We only collect information which is necessary, relevant and adequate for the purpose you are providing it for. 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How we use information we collect SlashData will only process information that is necessary for the purpose for which it has been collected. You will always have the option not to receive marketing communications from us and you can withdraw your consent at any time. We will never send you unsolicited emails or communications, or share your personal information with any third parties. There are various ways in which we may use or process your personal information as detailed below: Where you have provided your consent, we may use and process your information to contact you from time to time about, products, services, upcoming surveys and other events we think you may be interested in. You can withdraw your consent at any time by contacting us at privacy@slashdata.co or, in relation to any marketing messages you receive, by using the unsubscribe option included in those messages. 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Developer Economics tracks, among other things, developer experience across platforms, frameworks, languages, and development tools. If you have questions, suggestions, or concerns about this policy, or about our use of your information, please contact us at privacy@slashdata.co You may also want to contact us at: SlashData Ltd Swan Buildings (1st floor) 20 Swan Street Manchester, M4 5JW United Kingdom More Resources Cookie Policy Developer Economics Data Policy

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 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 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 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 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.

This report investigates the state of integration of open and fully open-source artificial intelligence (AI) models by developers who add AI functionality to their applications. While focusing on the broader picture, we explore the types of functionalities developers use these models for, why they choose them over their proprietary alternatives, and the challenges they face. In addition to this, we also take a brief look at the reason why developers might avoid using open or open-source models in their applications. All Insights Developers’ experience with integrating AI functionality A focus on open and open-source AI models Access the Full Preview About this Report This report investigates the state of integration of open and fully open-source artificial intelligence (AI) models by developers who add AI functionality to their applications. While focusing on the broader picture, we explore the types of functionalities developers use these models for, why they choose them over their proprietary alternatives, and the challenges they face. In addition to this, we also take a brief look at the reason why developers might avoid using open or open-source models in their applications. ACCESS THE FULL PREVIEW Methodology The report is based on data collected in the 27th edition of SlashData’s global Developer Nation survey, which was fielded between June and July 2024. This survey reached over 2,000 developers who add AI functionality to their applications and answered questions about their experiences with open and open-source models. 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 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 types of functionalities do you add to your applications using open or open-source ML/AI models? What are your main reasons for using open or open-source ML/AI models to add AI functionality to your applications? Do you face any challenges when using open or open-source ML/AI models in your applications? What are your main reasons for not integrating open or open-source ML/AI models in your applications? Click to expand

Application programming interfaces (APIs) have revolutionisedthe way software is created, enabling developers to use readily available solutions instead of spending time and effort building every piece of their application themselves. In this report, we explore the current state of the global landscape of APIs from the developers' perspective. We look at how many developers use APIs and what sets them apart from those who don't. Moreover, we dive deeper into the specific categories of third-party APIs that developers use the most, explore what developers are looking for in APIs, and what challenges they are facing, with a focus on security. All Insights Concerns, challenges, and use of third-part APIs A look at third party APIs: usage, characteristics, security. Access the Full Preview About this Report Application programming interfaces (APIs) have revolutionisedthe way software is created, enabling developers to use readily available solutions instead of spending time and effort building every piece of their application themselves. In this report, we explore the current state of the global landscape of APIs from the developers' perspective. We look at how many developers use APIs and what sets them apart from those who don't. Moreover, we dive deeper into the specific categories of third-party APIs that developers use the most, explore what developers are looking for in APIs, and what challenges they are facing, with a focus on security. 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 ACCESS THE FULL PREVIEW Methodology The report is based on data collected from over 22,500 developers who answered questions related to the use of APIs in the 24th edition of our Developer Economics survey, which was fielded in Q1 of 2023. 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 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

Track adoption, market share and satisfaction All Reports Payment APIs Market Landscape Report Q1 2024 Track adoption, market share and satisfaction Access the Full Report About this Report This market landscape report looks at which payment API offerings developers currently use and how satisfied they are with these products. The report also explores what criteria developers are using to choose payment API solutions, how likely they are to recommend new products, and how the usage of different payment services overlaps. Key Questions Answered How popular are third-party payment APIs? What are the most widely adopted payment processing solutions? Do synergies exist between payment APIs? What are the top reasons for developers to adopt and reject a payment API? What vendors are ranking better for each of these adoption and rejection reasons? How satisfied are developers with each payment processing product? Click to expand ACCESS THE FULL REPORT Methodology Data for the report comes from the 26th edition of our Developer Nation survey, which ran between December 2023 and February 2024 and reached more than 10,000 developers worldwide. Of these global respondents, over 1,800 developers answered survey questions regarding payment API offerings. 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 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

Track adoption, market share and satisfaction All Reports Cloud-based development environments Market Landscape Report Q3 2024 Track adoption, market share and satisfaction Access the Full Report About this Report As the tech landscape evolves, cloud-based development environments are becoming a game-changer for developers. This report examines how developers are embracing cloud-based environments. We’ll explore which platforms are most popular, how they fit into everyday workflows, and the role that choices like cloud service providers and DevOps tools play in this process. Key Questions Answered What are the most widely adopted cloud-based development environments? Do synergies exist between cloud-based development environments? What are the top reasons for developers to adopt and reject a cloud-based development environment? What vendors are ranking better for each of these adoption and rejection reasons? How satisfied are developers with each cloud-based development environment? Click to expand ACCESS THE FULL REPORT Methodology The report's data comes from the 27th edition of our Developer Nation survey, which ran between June and July 2024. The findings come from a survey of over 7,000 developers worldwide. Of these global respondents, over 1,700 developers answered survey questions regarding cloud-based development environments. 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 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 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. 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 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 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

With billions of people now carrying powerful computers in their pockets, the audience for mobile games has become truly vast and global in scale, with mobile game development being an attractive and accessible field for developers. This report delves into the current landscape of mobile game development, by assessing the demographics of mobile game developers, looking at their geographic distribution and experience levels. Next, we examine the nature of their involvement in the sector, and unveiling their primary goals when developing games. Our attention also turns to the choices and decisions made by mobile game developers for their projects, while we also delve into the types of games being created and explore the strategies game developers employ to monetise their projects. All Insights Landscape of mobile games development A broad view of the demographics and technology choices of game developers Access the Full Preview About this Report With billions of people now carrying powerful computers in their pockets, the audience for mobile games has become truly vast and global in scale, with mobile game development being an attractive and accessible field for developers. This report delves into the current landscape of mobile game development, by assessing the demographics of mobile game developers, looking at their geographic distribution and experience levels. Next, we examine the nature of their involvement in the sector, and unveiling their primary goals when developing games. Our attention also turns to the choices and decisions made by mobile game developers for their projects, while we also delve into the types of games being created and explore the strategies game developers employ to monetise their projects. Key Questions Answered Who are mobile game developers and where are they located? How many years of experience do mobile game developers have? How are mobile game developers involved in the field? What are the main goals of mobile game developers? Which platforms do mobile game developers target? Do mobile game developers build cross-platform games? What type of games are mobile game developers building? How do mobile game developers monetise their games? Click to expand ACCESS THE FULL PREVIEW Methodology This report is based on data collected from over 1,100 self-identified mobile game developers in the 26th edition of our Developer Nation survey, which ran between December 2023 and February 2024. 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 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

For as long as companies have been around and economists have studied labour markets, worker productivity has been a central focus of conversation and study. In this report, we delve into this concept, examining developer productivity and the factors associated with it using multiple metrics. As this report is focused on developer productivity at work, we focus our analysis exclusively on professional developers. Throughout this report, we examine metrics and factors that are associated with each productivity measurement. Through this analysis, we aim to highlight the pros and cons of framing productivity in various manners. Measuring developer productivity An overview of its drivers and barriers Access the Full Preview All Insights About this Report For as long as companies have been around and economists have studied labour markets, worker productivity has been a central focus of conversation and study. In this report, we delve into this concept, examining developer productivity and the factors associated with it using multiple metrics. As this report is focused on developer productivity at work, we focus our analysis exclusively on professional developers. Throughout this report, we examine metrics and factors that are associated with each productivity measurement. Through this analysis, we aim to highlight the pros and cons of framing productivity in various manners. Methodology This report is based on data collected from 17,000+ developers answering questions in the 25th edition of our Developer Nation survey, which was fielded between June and August 2023. 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 Key Questions Answered What are the preferred content types for developers? What types of content do developers consume for learning? What types of content do developers consume to keep up-to-date? What types of content do developers consume for problem-solving? How does content consumption differ per experience in software development and geographical location? 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

This report explores the current landscape of Arm-based Windows application development. We look at the current landscape of developers who are building Windows applications that run on desktop or laptop computers powered by Arm processors, including those who are porting existing x86 or x64 applications to Arm devices. Additionally, we examine the main challenges developers face when developing these applications and the reasons why some developers have not yet ventured into Arm-based development. Lastly, we highlight the key motivations for developers to pursue Arm-based Windows applications. All Insights The current landscape of Arm-based Windows application development Exploring adoption, challenges and opportunities Access the Full Preview About this Report This report explores the current landscape of Arm-based Windows application development. We look at the current landscape of developers who are building Windows applications that run on desktop or laptop computers powered by Arm processors, including those who are porting existing x86 or x64 applications to Arm devices. Additionally, we examine the main challenges developers face when developing these applications and the reasons why some developers have not yet ventured into Arm-based development. Lastly, we highlight the key motivations for developers to pursue Arm-based Windows applications. ACCESS THE FULL PREVIEW Methodology The report is based on data collected from the 28th edition of the Developer Nation survey edition of the Developer Nation survey, a large-scale, online developer survey that was designed, hosted, and fielded by SlashData over a period of five weeks between September and October 2024. 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 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 How many developers are involved with Arm-based Windows applications? How does the adoption of Arm-based Windows applications differ between professional and amateur developers? How does the adoption of Arm-based Windows applications differ based on experience in desktop projects? What are the main challenges when developing Arm-based Windows applications? What are the barriers to developing Arm-based Windows applications for developers who do not currently do so? What are the advantages of developing Arm-based Windows applications? Click to expand

In the dynamic realm of software development, with programming languages, frameworks, and tools evolving so quickly, understanding developers’ content consumption is more important than ever. This report explores the specific content preferences of software developers, focusing on areas such as learning, keeping up-to-date, problem-solving, research, and community engagement. Our aim is to provide you with the necessary tools and insights that you can use in the process of designing effective content, in order tofoster stronger, more productive relationships with this essential demographic, one content piece at a time. All Insights Which content types do developers value? Preferences for learning, keeping up to date, problem-solving, and engaging with community Access the Full Preview About this Report In the dynamic realm of software development, with programming languages, frameworks, and tools evolving so quickly, understanding developers’ content consumption is more important than ever. This report explores the specific content preferences of software developers, focusing on areas such as learning, keeping up-to-date, problem-solving, research, and community engagement. Our aim is to provide you with the necessary tools and insights that you can use in the process of designing effective content, in order tofoster stronger, more productive relationships with this essential demographic, one content piece at a time. 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 This report is based on data collected from 17,000+ developers answering questions in the 25th edition of our Developer Nation survey, which was fielded between June and August 2023. 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 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

Application programming interfaces (APIs) have revolutionisedthe way software is created, enabling developers to use readily available solutions instead of spending time and effort building every piece of their application themselves. In this report, we explore the current state of the global landscape of APIs from the developers' perspective. We look at how many developers use APIs and what sets them apart from those who don't. Moreover, we dive deeper into the specific categories of third-party APIs that developers use the most, explore what developers are looking for in APIs, and what challenges they are facing, with a focus on security. All Insights Concerns, challenges, and use of third-part APIs A look at third party APIs: usage, characteristics, security. Access the Full Preview About this Report Application programming interfaces (APIs) have revolutionisedthe way software is created, enabling developers to use readily available solutions instead of spending time and effort building every piece of their application themselves. In this report, we explore the current state of the global landscape of APIs from the developers' perspective. We look at how many developers use APIs and what sets them apart from those who don't. Moreover, we dive deeper into the specific categories of third-party APIs that developers use the most, explore what developers are looking for in APIs, and what challenges they are facing, with a focus on security. ACCESS THE FULL PREVIEW Methodology The report is based on data collected from over 22,500 developers who answered questions related to the use of APIs in the 24th edition of our Developer Economics survey, which was fielded in Q1 of 2023. 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 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 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

See how SlashData helped a global tech giant address developer challenges, optimise web offerings, and boost engagement with data-driven insights. All Case Studies Enhancing web developer experience by addressing key challenges The challenge A global technology giant was looking to enhance the experience of developers engaging with their web-based offerings. Their primary objective was to uncover and resolve the critical challenges that developers encounter when building and optimising for the web. Understanding these challenges was essential for improving their offerings, driving engagement, and maintaining a competitive edge. The approach SlashData developed a tailored survey that reached over 1,100 professional web developers and team leaders managing web development projects. The survey was designed to uncover detailed insights, asking participants to rank their most significant challenges and provide in-depth responses about their selected issues. This approach ensured comprehensive coverage of the developer experience. The result The study uncovered valuable insights into the most pressing challenges that web developers face, allowing the client to make informed, data-driven decisions to optimise their web offerings. By addressing critical pain points and actionable opportunities, the client was able to strategically prioritise improvements that would strengthen their market position and boost developer engagement and satisfaction. The data-driven strategy empowered the client to align their resources with the most impactful opportunities. Why SlashData SlashData’s proprietary survey tool, advanced data cleansing methodologies, and access to a vast global developer community enabled us to collect accurate, reliable responses from a representative sample tailored to the client’s needs. Leveraging our expertise in questionnaire design and data analysis, we transformed raw data into actionable insights, empowering our client to make well-informed, strategic decisions. Ready to optimise your developer experience? Contact us today! Related services Quantitative Developer research Previous Case Next Case Get all the new insights in your inbox JOIN NEWSLETTER Talk to our analysts TALK TO US