This is a microservices dataset. For an exclusive explanation, please take a look at the paper and at the online appendix: https://github.com/darioamorosodaragona-tuni/Microservices-DatasetIn particular, this file contains all the projects labeled as:- Is it a microservices?: Yes- Archived: NoCopyright:Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the owner/author(s). MSR ’24, April 15–16, 2024, Lisbon, Portugal © 2024 Copyright held by the owner/author(s). ACM ISBN 979-8-4007-0587-8/24/04 https://doi.org/10.1145/3643991.3644890

A dataset containing system and service performance metrics

In 2021, ** percent of respondents from large organizations with ***** or more employees state currently using microservices. This suggests that larger organizations are perhaps more likely to benefit from and require microservice utilization in their operations.

Welcome to Microservices and Distributed Systems - one of the most in-demand courses on the platform and for a good reason, microservices are quickly becoming the dominant framework in the field and a critical skill for a professional Java developer. The course will be a lot of hands-on, building a distributed application and learning the exact technology stack that makes a microservice tick. Join me today and master microservices with:​ •20-chapter roadmap made up of over 10 hours of video content: From fundamentals of the architecture to application deployment. •156 lessons: A step-by-step practical guide through every technology. •Microservices Application building: A comprehensive guide to give you all the knowledge needed to deploy components yourself. •Dedicated Discord Channel: Where you will be able to find answers to all your questions and chat with me and the students.

The Cloud Microservices Market report segments the industry into Deployment Mode (Platforms, Service), Enterprise Size (Small and Medium Enterprises, Large Enterprises), End-User Industry (BFSI, Retail, E-Commerce, Manufacturing, Telecommunications, IT and ITES, Healthcare, Other End-User Industries), and Geography (North America, Europe, Asia Pacific, Latin America, Middle East and Africa).

Global Microservices Architecture market size is expected to reach $15.64 billion by 2029 at 20.6%, segmented as by component, solution, services

In 2021, ** percent of respondents state using microservices partially. Microservices, or microservice architecture, is an architectural style that enables frequent and reliable delivery of applications.

The global microservices architecture market size reached USD 4.2 Billion in 2024. Looking forward, IMARC Group expects the market to reach USD 13.1 Billion by 2033, exhibiting a growth rate (CAGR) of 12.7% during 2025-2033. The increased demand for scalability, digital transformation initiatives, expanding e-commerce industry, and ongoing technological advancements are primarily driving the market's growth.

IMARC Group provides an analysis of the key trends in each segment of the global microservices architecture market report, along with forecasts at the global, regional, and country levels from 2025-2033. Our report has categorized the market based on component, deployment type, organization size, and industry vertical.

We are releasing the tracing dataset of four microservice benchmarks deployed on our dedicated Kubernetes cluster consisting of 15 heterogeneous nodes. The dataset is not sampled and is from selected types of requests in each benchmark, i.e., compose-posts in the social network application, compose-reviews in the media service application, book-rooms in the hotel reservation application, and reserve-tickets in the train ticket booking application. The four microservice applications come from DeathStarBench and Train-Ticket. The performance anomaly injector is from FIRM. The dataset was preprocessed from the raw data generated in FIRM's tracing system. The dataset is separated by on which microservice component is the performance anomaly located (as the file name suggests). Each dataset is in CSV format and fields are separated by commas. Each line consists of the tracing ID and the duration (in 10^(-3) ms) of each component. Execution paths are specified in execution_paths.txt in each directory.

The global Cloud Microservices Market size is expected to reach USD 8.69 Billion in 2032 registering a CAGR of 22.9%. Our report provides a comprehensive overview of the industry, including key players, market share, growth opportunities and more.

Microservice Architecture Market Outlook

The global microservice architecture market size was valued at approximately USD 4.5 billion in 2023 and is projected to reach USD 16.7 billion by 2032, expanding at a compound annual growth rate (CAGR) of 15.6% during the forecast period. This robust growth is driven by the rising demand for scalable and efficient software development frameworks, which enable businesses to respond swiftly to market changes and customer demands. The surge in digital transformation initiatives across various industries and the need for agile and continuous delivery models are pivotal factors propelling this market's expansion.

One of the primary growth enablers for the microservice architecture market is the increasing emphasis on cloud-native application development. As enterprises aim to modernize their IT infrastructure, microservices provide a flexible architecture that facilitates the seamless integration of cloud services. The ability to scale services independently and the decoupled nature of microservices allow firms to innovate rapidly while reducing operational risks. Furthermore, the rise in containerization technology complements microservices, providing a lightweight, virtualized environment that enhances the deployment and management of microservices-based applications.

Moreover, the growing importance of DevOps practices in software development is another significant growth driver for the microservice architecture market. DevOps facilitates a culture of collaboration and integration between development and operations teams, enabling faster and more reliable software releases. Microservices architecture, with its modular structure, aligns perfectly with DevOps principles, fostering a continuous integration and continuous deployment (CI/CD) pipeline. This synergy reduces the time-to-market for new features and applications, encouraging more organizations to adopt microservices for their software development needs.

Additionally, the increasing need for business agility and flexibility in digital operations is contributing to the market's expansion. As markets become more competitive, businesses strive to improve their responsiveness to consumer demands and market trends. Microservices architecture supports this need by allowing for quick updates and enhancements of specific application components without affecting the entire system. This architecture also facilitates easier fault isolation and recovery, thus enhancing system reliability and uptime. Consequently, businesses across various sectors are increasingly investing in microservices to maintain competitive advantage and improve operational efficiency.

Regionally, North America holds the largest share in the microservice architecture market, driven by the presence of leading technology firms and software development companies. The region's early adoption of advanced technologies and its mature IT infrastructure support the rapid integration of microservices. Meanwhile, the Asia Pacific region is expected to witness the highest growth rate, with a burgeoning IT industry and increasing investments in cloud services and digital transformation initiatives. European countries are also progressively adopting microservices, particularly in the BFSI and healthcare sectors, due to stringent compliance requirements and the need for innovative customer solutions.

The emergence of Cloud Microservices Platform is revolutionizing how businesses approach software development and deployment. By leveraging cloud-based microservices, organizations can achieve unparalleled scalability and flexibility, allowing them to respond to market demands with agility. These platforms provide a comprehensive suite of tools and services that streamline the development process, enabling faster time-to-market for new applications and features. As businesses increasingly migrate to the cloud, the integration of microservices into their IT strategies is becoming a critical factor for success. The ability to dynamically scale resources and optimize costs makes cloud microservices platforms an attractive option for enterprises aiming to enhance their digital capabilities.

Component Analysis

The microservice architecture market is segmented by component into platform and services. The platform segment is a fundamental enabler of microservices adoption, providing the necessary tools and solutions to design, develop, and deploy microservice-based applications. Platforms ofte

In 2021, ** percent of respondents state that data analytics/business intelligence applications use microservices. Microservices are a cloud native architectural approach that typically have their own technology stack, such as data management model and database, and can communicate with one another via APIs.

A dataset containing system and service performance metrics, and user-facing quality metrics generated by running load tests against a microservice-based system under varying environmental and service configuration conditions.

The global microservice architecture market is experiencing robust growth, driven by the increasing adoption of cloud computing, the need for enhanced scalability and agility, and the demand for faster software development cycles. The market's expansion is fueled by a diverse range of industries, including healthcare, BFSI (Banking, Financial Services, and Insurance), government, IT & telecommunications, manufacturing, retail, energy & utilities, and media & entertainment. These sectors are leveraging microservices to improve application performance, enhance security, and reduce operational costs. The prevalent trend towards DevOps and continuous integration/continuous delivery (CI/CD) further accelerates the market's growth. While challenges like increased complexity in development and deployment and the need for skilled professionals exist, the overall market outlook remains positive. Different microservice types, such as inventory, accounting, shipping, and store microservices, cater to specific business needs and contribute to the market's segmentation. Leading technology companies like Cognizant, IBM, Microsoft, and Salesforce are actively investing in and offering microservice solutions, shaping market dynamics and competition. The projected Compound Annual Growth Rate (CAGR) suggests substantial market expansion over the forecast period (2025-2033). While precise figures are not provided, assuming a conservative CAGR of 15% and a 2025 market size of $10 billion (a reasonable estimate given the significant industry interest and adoption), the market would reach approximately $30 billion by 2033. North America currently holds a significant market share, owing to early adoption and the presence of major technology players. However, growth in regions like Asia-Pacific, driven by increasing digitalization and infrastructure development, is expected to be substantial, presenting significant opportunities for market expansion. The competitive landscape is dynamic, with both established players and emerging companies vying for market share through innovation and strategic partnerships. This competition is further driving advancements in the microservice architecture landscape.

In 2022, ** percent of respondents currently using microservices state that it is extremely important for organizational operations. This was followed by majority of the respondents at ** percent agreeing that it is very important in the same year.

This dataset provides comprehensive microservice traces (around 1.4 million) collected from Uber microservice architecture, as described in our paper The Tale of Errors in Microservices, presented at SIGMETRICS 2025. This dataset enables researchers to study microservice behaviors, optimize performance, and investigate latency reduction techniques.

The data has been sanitized to protect proprietary information while retaining critical performance characteristics for academic research.

Artifact Structure and Decompression Instructions:

Due to Zenodo's file size constraints and upload issues, the large trace1-sanitized.tar.zst and trace2-sanitized.tar.zst files have been split into multiple pieces. The artifact is available in two parts (10.5281/zenodo.13947828 and 10.5281/zenodo.13952897). To access the sanitized microservice traces, download all the split parts from both artifacts. After downloading, reassemble the files using the following commands and then decompress the .zst files individually. Each .zst file will require 300-500GB of disk space to decompress.

Reassembling the split files:

For trace1-sanitized.tar.zst and trace2-sanitized.tar.zst, use the following commands to reassemble them:

Once reassembled, you can decompress the files:

Contents of the Traces:

• trace1-sanitized.tar.zst and trace2-sanitized.tar.zst (in 10.5281/zenodo.13952897) contain around 1.4 million traces that correspond to the data described in Sections 3 and 4 of the original paper. Note: The traces in this dataset were collected on different days than those used in the paper, so analysis results may vary slightly from what is reported in the publication.
• driver-sanitized.tar.zst contains the sanitized version of the original trace and corresponds to the App-Launch Use Case discussed in Section 6.3 and Figure 17 of the original paper.

Note

• Due to privacy and security concerns, most unrelated fields and tags are removed. However, error-related tags are retained.
• All trace is sanitized consistently. The same service or endpoint will have identical mapping across three directories. (i.e., service 1 represents the same service in all traces). However, the mapping is inconsistent with https://zenodo.org/records/13956078, so please do not mix the traces between the two artifacts.
• To preserve privacy, the start time of each trace has been randomly shifted. As a result, the start and end times in the traces do not reflect the actual collection times, and users should not attempt to infer when the traces were gathered.
• Within each trace, the relative durations and timestamps of all spans remained consistent, as the shift was applied uniformly across the entire trace.

If you use the traces in your research, please cite our paper

The Tale of Errors in Microservices
I-Ting Angelina Lee (Washington University in St. Louis); Zhizhou Zhang, Abhishek Parwal (Uber Technologies Inc.); Milind Chabbi (Uber Technologies)
SIGMETRICS 2025 https://doi.org/10.1145/3700436

If you have more questions, you can reach out to Chris(Zhizhou) Zhang.

The microservices orchestration market size was valued at USD 4.7 billion in 2024 and is poised to reach USD 72.3 billion in 2037, witnessing around 23.4% CAGR during the forecast period i.e., between 2025-2037. North America industry is poised to account for a dominant revenue share of 24.9% owing to the early adoption of cloud-native architecture in the region.

In 2021, ** percent of respondents using microservices agree completely that microservices generally provide many benefits to development teams. Among these are that microservices help to attract talent and that they create better collaboration among team members. On the other hand, respondents also state that keeping up with microservices innovation is challenging and that transforming monolithic applications into microservices is a complex task.

The Cloud Microservices market is experiencing robust growth, driven by the increasing adoption of cloud-native architectures and the need for agile, scalable applications. The market's shift towards microservices is fueled by several key factors, including the desire for improved application development speed, enhanced scalability and resilience, and simplified deployment and maintenance processes. Organizations are increasingly leveraging cloud platforms like AWS, Azure, and Google Cloud to build and deploy microservices, benefiting from the inherent scalability, cost-effectiveness, and global reach of these services. The rising popularity of containerization technologies like Docker and Kubernetes further accelerates this market expansion, providing efficient mechanisms for managing and orchestrating microservices deployments. While initial investments in infrastructure and expertise can present a barrier to entry, the long-term benefits of increased efficiency, reduced operational costs, and enhanced innovation outweigh these challenges, fostering widespread adoption across various industries. The competitive landscape is highly dynamic, with established players like AWS, Microsoft, and IBM competing alongside specialized microservices providers and system integrators such as Infosys and TCS. The emergence of innovative tools and platforms for managing and monitoring microservices further intensifies competition. Significant regional variations exist, with North America and Europe currently dominating market share due to early adoption and mature technological infrastructure. However, Asia-Pacific and other emerging regions are expected to witness accelerated growth in the coming years driven by increasing digitalization and cloud adoption. The continued development of serverless computing and improved developer tooling will be critical factors shaping market evolution over the forecast period. Addressing security concerns and ensuring efficient data management within distributed microservices architectures will remain ongoing challenges and opportunities for market participants. We project continued double-digit growth throughout the forecast period, driven by factors detailed above.

The Cloud Microservice Platform market is experiencing robust growth, driven by the increasing adoption of cloud-native applications and the need for scalable, resilient, and agile IT infrastructure. The market's size in 2025 is estimated at $15 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 25% from 2025 to 2033. This significant growth is fueled by several key factors, including the rise of DevOps methodologies, the demand for improved application performance and faster time-to-market, and the increasing complexity of modern applications. Major players like AWS, Microsoft, and Google are actively investing in and enhancing their cloud microservice offerings, further driving market expansion. The diverse range of segments within the market, encompassing various deployment models, service offerings, and industry verticals, contributes to its breadth and potential for future growth. Furthermore, the ongoing evolution of containerization technologies and serverless computing is expected to further accelerate market expansion in the coming years. The growth trajectory is expected to continue, driven by increasing digital transformation initiatives across industries. While challenges such as security concerns and the complexity of microservice architecture management remain, the overall market outlook is extremely positive. The competitive landscape is highly dynamic, with established cloud providers facing competition from specialized microservice platform providers. Strategic partnerships, acquisitions, and technological innovations are shaping the competitive dynamics, leading to continuous improvement in platform capabilities and functionalities. The market is segmented by deployment model (public, private, hybrid), service offering (PaaS, SaaS, IaaS), and industry vertical (BFSI, retail, healthcare, etc.), each segment exhibiting unique growth characteristics. Regional variations in adoption rates are anticipated, with North America and Europe likely maintaining a significant market share due to early adoption and mature IT infrastructure.