---
title: Building Serverless Microservices with Python
description: How to build Serverless Microservices with Python? What is Python Microservices and How it is different from Microservices
image: https://www.xenonstack.com/hubfs/serverless-automation-for-sre.png
---

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# Building Serverless Microservices with Python

[Navdeep Singh Gill](https://www.xenonstack.com/blog/author/navdeep-singh-gill) | 30 August 2024

## Serverless Microservices in Python?

Serverless Microservices in Python is a step-by-step manual for building serverless microservices from scratch in Python for programmers, DevOps, and architects.

Serverless computing helps users to write and deploy without worrying about the underlying infrastructure."Serverless” denotes a special kind of [software](https://www.xenonstack.com/services/software-development/) architecture in which application logic is executed in an environment without visible processes, operating systems, servers, or virtual machines. It’s worth mentioning that such an environment is actually running on the top of an operating system and use physical servers or virtual machines, but the responsibility for provisioning and managing the infrastructure entirely belongs to the service provider. Therefore, a software developer can focus more on writing code.

### **Serverless Computing is Exploding**

 As we move to the different models of production, distribution, and management when it comes to applications, it only makes sense that abstracting out the behind-the-scenes processes should be handled by third parties in a move towards further decentralization. And that’s exactly what serverless computing does – and startups and big companies are adopting this new way of running applications. In this post, we will discuss: What [Serverless Microservice](https://www.xenonstack.com/blog/serverless-microservices-java) computing is all about and how does serverless computing affects the way people write and deploy application code?

## **What is Python Microservices?**

Python Microservices enables rapid application code writing, boilerplate function insertion, and program testing prior to script conversion. Python is also a strongly typed language, which means that it enforces data types to ensure uniform consistency and reduce errors.

## **What is Serverless Architecture?**

There are some problems with the maturity of the FaaS technologies at this point. There is no organizational framework for [FaaS](https://www.xenonstack.com/insights/function-as-service). This means that your company may write hundreds or even thousands of these functions and after a while, nobody may know what functionality was included in what function and what functions are still used or if the code is replicated.

- Serverless is not efficient for long-running applications. In certain cases, using long tasks can be much more expensive than, for example, running a workload on a dedicated server or virtual machine.
- Vendor lock-in: Since the application completely depends on a third-party provider, so we don’t have full control of your application. Also, we are dependent on platform availability, and the platform’s API and costs can change.
- Serverless (and microservice) architectures introduce additional overhead for function/microservice calls. There are no “local” operations; you cannot assume that two communicating functions are located on the same server.
- Cold Start: A platform needs to initialize internal resources ( needs to start a container). The platform may also release such resources (such as stopping the container) if there have been no requests to your function for a long time.

One option to avoid the cold start is to make sure your function remains in an active state by sending periodic requests to your function.

- Some FaaS implementations—such as [AWS Lambda](https://aws.amazon.com/lambda/)—do not provide out-of-the-box tools to test functions locally (assuming that a developer will use the same cloud for testing). This is not an ideal decision, especially considering that you will pay for each function invocation. As a result, several third-party solutions are trying to fill this gap, enabling you to test functions locally.

> Our solutions cater to diverse industries with a focus on serving ever-changing marketing needs. Click here for our [Serverless Services and Solutions](https://www.xenonstack.com/enterprise/serverless-development/)

## How does Serverless Computing improve the process of building applications?

[Serverless computing](https://www.xenonstack.com/insights/serverless-computing) will change the way we develop applications. Traditionally a lot of business rules, boundary conditions, and complex Integrations are built into applications, and this prolongs the completion of the system as well as introduces a lot of defects in effect, we are hard-wiring the system for a certain set of functional requirements. The serverless Microservice application concept moves us away from dealing with complex system requirements and evolves the application with time. It is also easy to deploy these serverless Microservices without intruding on the system. The below figure shows how the way of application development changed with time. **Monolith-** A monolith application puts all its functionality into a single process and scale by replicating the monolith on multiple servers. **Microservice-** A Serverless Microservice architecture puts each functionality into a separate service and scale by distributing these services across servers, replicating as needed. **FaaS-** Distributing Serverless Microservices further into functions that are triggered based on events. Explore more about [Microservices Architecture](https://www.xenonstack.com/insights/microservices/) in this insight.

### **Monolith =\> Microservice =\> FaaS![serverless-computing-with-application-development](https://www.xenonstack.com/hubfs/serverless-computing-with-application-development.png)**

To create a function, you first package your code and dependencies in a deployment package. Then, you upload the deployment package to our environment to create your function.

- Creating a Deployment Package
- Uploading a Deployment Package

> You May also Like: [Building Serverless Microservices With Java](https://www.xenonstack.com/blog/serverless-microservices-java)

### **Database integration for application**

- Install [MongoDB](https://www.mckinsey.com/capabilities/risk-and-resilience/our-insights/building-a-cybersecurity-culture-from-within-an-interview-with-mongodb) and configure it to get started.
- Create Database Employee DB
- Create table Employee
- Insert some records into the table for the demo.
- Write a file “config.py” to set up configuration on the Serverless architecture as shown below.

## **![database-integration-testing](https://www.xenonstack.com/hubfs/database-integration-testing.png)How to create Deployment Package – Organizing Code and Dependencies?**

 To create a function, you first create a function deployment package, a .zip file consisting of your code and any dependencies.

- Create a directory, for example, project-dir.
- Save all of your Python source files (the .py files) at the root level of this directory. The folder named “app” serves this purpose in the demo.
- List any of the extra libraries used in a file “requirements.txt”
- Zip the content of the project-dir directory, which is your deployment package.

![deployment-package-to-build-serverless-microservices-python](https://www.xenonstack.com/hubfs/deployment-package-to-build-serverless-microservices-python.png)

### **Creating function**

- Fill in the entries as shown below pic to upload a function.
- The port number field must be filled with the port number on which you want your service to run.

### **Testing**

- Once we are finished uploading the function, the Service is active to test.
- Click on "Test," and your service is up in a few seconds on the port number specified in the previous step.![testing-process-to-build-serverless-microservices](https://www.xenonstack.com/hubfs/testing-process-to-build-serverless-microservices.png)

## Compressive Approach

 Serverless computing is changing the way enterprises develop applications. Earlier, there were many complex integrations and functions that were very hard to manage. But now, easy to deploy these serverless Microservices without intruding on the system. To learn more about this, kindly go through the learning material mentioned below:

- Learn more about [Serverless Computing](https://www.xenonstack.com/insights/serverless-computing/)
- Explore what is [Serverless Framework](https://www.xenonstack.com/insights/kubeless)
- Get a use case for [AIOps Monitoring for Kubernetes and Serverless](https://www.xenonstack.com/use-cases/aiops-monitoring)

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## Table of Contents

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## Explore Related Topics

[Decision Intelligence](https://www.xenonstack.com/blog/tag/decision-intelligence)

[Cloud Native Applications](https://www.xenonstack.com/blog/tag/cloud-native-applications)

[Generative AI](https://www.xenonstack.com/blog/tag/generative-ai)

[Big Data Engineering](https://www.xenonstack.com/blog/tag/big-data-engineering)

[FinOps](https://www.xenonstack.com/blog/tag/finops)

[Data Foundry](https://www.xenonstack.com/blog/tag/data-foundry)

[XAI](https://www.xenonstack.com/blog/tag/xai)

[Autonomous Agents](https://www.xenonstack.com/blog/tag/autonomous-agents)

[MetaSecure AI](https://www.xenonstack.com/blog/tag/metasecure-ai)

![navdeep-singh-gill](https://www.xenonstack.com/hubfs/navdeep-gill-ceo-xenonstack.svg)

## Navdeep Singh Gill

Global CEO and Founder of XenonStack

Navdeep Singh Gill is serving as Chief Executive Officer and Product Architect at XenonStack. He holds expertise in building SaaS Platform for Decentralised Big Data management and Governance, AI Marketplace for Operationalising and Scaling. His incredible experience in AI Technologies and Big Data Engineering thrills him to write about different use cases and its approach to solutions.

[Explore More by Navdeep Singh Gill ![cta-blue-arrow](https://www.xenonstack.com/hubfs/cta-arrow-blue.svg)](https://www.xenonstack.com/blog/author/navdeep-singh-gill)

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## Related Articles

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### [Database DevOps and Why it is Important?](https://www.xenonstack.com/blog/database-devops)

17 December 2024

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### [Set Up End-to-End Tracing with Amazon Cloud](https://www.xenonstack.com/blog/tracing-with-amazon-cloud)

30 August 2024

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XenonStack Agentic Foundry powers enterprise agentic systems with unified infra, analytics, workflows, and security to drive automation and compliance.

[![Youtube](https://www.xenonstack.com/hubfs/xs-footer-social-icons/youtube-icon.svg)](https://www.youtube.com/c/XenonStackOfficial) [![LinkedIn](https://www.xenonstack.com/hubfs/xs-footer-social-icons/linkedin-icon.svg)](https://www.linkedin.com/company/xenonstack/) [![Github](https://www.xenonstack.com/hubfs/xs-footer-social-icons/github-icon.svg)](https://github.com/xenonstack) [![Twitter](https://www.xenonstack.com/hubfs/xs-footer-social-icons/twitter-icon.svg)](https://twitter.com/xenonstack) [![Medium](https://www.xenonstack.com/hubfs/xs-footer-social-icons/medium-icon.svg)](https://medium.com/@xenonstack) [![Instagram](https://www.xenonstack.com/hubfs/xs-footer-social-icons/instagram-icon.svg)](https://www.instagram.com/teamxenonstack/)

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## AI Engineering

[Composite AI](https://www.xenonstack.com/artificial-intelligence/composite-ai/) [Decision AI](https://www.xenonstack.com/artificial-intelligence/decision-ai/) [AI Quality](https://www.xenonstack.com/artificial-intelligence/ai-quality/) [Generative AI](https://www.xenonstack.com/artificial-intelligence/generative-ai/) [Multimodal AI](https://www.xenonstack.com/artificial-intelligence/multimodal-ai/) [AI Assurance](https://www.xenonstack.com/artificial-intelligence/explainable-ai/) [MLOps](https://www.xenonstack.com/artificial-intelligence/mlops/) [Physical AI](https://www.xenonstack.com/artificial-intelligence/physical-ai/) [Augmented Engineering](https://www.xenonstack.com/artificial-intelligence/ai-augmented-software-development/) [Generative BI](https://www.xenonstack.com/artificial-intelligence/generative-bi/)

## Data Foundry

[Streaming Data Platform](https://www.xenonstack.com/dataops/streaming-data-platform/) [Data Lakehouse](https://www.xenonstack.com/dataops/delta-lake/) [Data Catalog](https://www.xenonstack.com/dataops/data-catalog/) [Data Observability](https://www.xenonstack.com/dataops/data-observability/) [Cloud Data Warehouse](https://www.xenonstack.com/dataops/cloud-data-warehouse/) [Data Engineering](https://www.xenonstack.com/dataops/data-engineering/) [MetaData Management](https://www.xenonstack.com/dataops/metadata-management/) [Data Quality](https://www.xenonstack.com/dataops/augmented-data-quality/) [Real Time Analytics](https://www.xenonstack.com/dataops/real-time-analytics/) [Data Modernization](https://www.xenonstack.com/dataops/data-modernization/)

## Platform Engineering

[Cloud Native](https://www.xenonstack.com/cloud-native/platform-engineering/) [Automation As Code](https://www.xenonstack.com/cloud-native/automation-as-code/) [Observability](https://www.xenonstack.com/cloud-native/observability/) [FinOps](https://www.xenonstack.com/cloud-native/finops/) [Application Modernization](https://www.xenonstack.com/cloud-native/application-modernization/) [DevSecOps](https://www.xenonstack.com/cloud-native/devsecops/) [Site Reliability Engineering](https://www.xenonstack.com/cloud-native/site-reliability-engineering/) [Progressive Delivery](https://www.xenonstack.com/cloud-native/progressive-delivery/) [GitOps](https://www.xenonstack.com/cloud-native/gitops/) [Compliance as code](https://www.xenonstack.com/cloud-native/compliance-as-code/) [Value Stream Management](https://www.xenonstack.com/cloud-native/value-stream-management/) [Policy as Code](https://www.xenonstack.com/cloud-native/policy-as-code/) [Telemetry Pipeline](https://www.xenonstack.com/cloud-native/telemetry-pipeline/)

## Agentic AI

[Agentic Analytics](https://www.xenonstack.com/agentic-ai/enterprise-systems/) [Agentic AI Systems](https://www.xenonstack.com/agentic-ai/agentic-ai-system/) [Process Intelligence](https://www.xenonstack.com/agentic-ai/business-process-operations/) [Developer Experience](https://www.xenonstack.com/agentic-ai/developer-experience-platform/) [Autonomous Operations](https://www.xenonstack.com/agentic-ai/autonomous-operations/) [AI Vision at EDGE](https://www.xenonstack.com/agentic-ai/edge-and-vision-ai/) [Compound AI System](https://www.xenonstack.com/agentic-ai/compound-ai-system/) [GUI Agents](https://www.xenonstack.com/agetic-ai/gui-agents/) [CMDB Management](https://www.xenonstack.com/agentic-ai/cmdb-management/) [ITSM](https://www.xenonstack.com/agentic-ai/itsm/) [Network Automation](https://www.xenonstack.com/agentic-ai/network-automation/)

## AI Agents

[DataBricks AI Agents](https://www.xenonstack.com/ai-agents/databricks-ai-agents/) [SnowFlake AI Agents](https://www.xenonstack.com/ai-agents/snowflake-ai-agents/) [ServiceNow AI Agents](https://www.xenonstack.com/ai-agents/servicenow-ai-agents/) [AWS AI Agents](https://www.xenonstack.com/ai-agents/aws-ai-agents/) [Microsoft Azure AI Agents](https://www.xenonstack.com/ai-agents/microsoft-azure-ai-agents-actions/) [SalesForce AI Agents](https://www.xenonstack.com/ai-agents/salesforce-agents-actions/) [MySQL AI Agents](https://www.xenonstack.com/ai-agents/mysql-agents-actions/) [PostgreSQL AI Agents](https://www.xenonstack.com/ai-agents/postgresql-agents-actions/) [Datadog AI Agents](https://www.xenonstack.com/ai-agents/datadog-agents-actions/) [DynaTrace AI Agents](https://www.xenonstack.com/ai-agents/dynatrace-agents-actions/) [Splunk AI Agents](https://www.xenonstack.com/ai-agents/splunk-agents-actions/) [BigQuery AI Agents](https://www.xenonstack.com/ai-agents/bigquery-agents-actions/) [SAP AI Agents](https://www.xenonstack.com/ai-agents/sap-agents-actions/) [Infor AI Agents](https://www.xenonstack.com/ai-agents/infor-agents-actions/) [Oracle AI Agents](https://www.xenonstack.com/ai-agents/oracle-agents-actions/) [WorkDay AI Agents](https://www.xenonstack.com/ai-agents/workday-agents-actions/) [Jira AI Agents](https://www.xenonstack.com/ai-agents/jira-agents-actions/)

## Industry

[Aerospace and Aviation](https://www.xenonstack.com/industries/aerospace/) [Financial Services](https://www.xenonstack.com/industries/banking/) [Automotive And Industrial](https://www.xenonstack.com/industries/automotive/) [Consumer Tech](https://www.xenonstack.com/industries/consumer-technology/) [Technology, Media and Telco](https://www.xenonstack.com/industries/enterprise-technology/) [Digital Supply Chain](https://www.xenonstack.com/industries/digital-supply-chain/) [Hospitality and Tourism](https://www.xenonstack.com/industries/travel-hospitality/) [Discrete Manufacturing](https://www.xenonstack.com/industries/automotive/) [Education](https://www.xenonstack.com/industries/education/) [Media and Entertainment](https://www.xenonstack.com/industries/media-entertainment/) [Oil and Gas](https://www.xenonstack.com/industries/oil-and-gas/) [Energy and Utilities](https://www.xenonstack.com/industries/energy-and-utilities/)

## Enterprise Support

[AI Managed Services](https://www.xenonstack.com/managed-services/ai-managed-services/) [Kubernetes Managed Services](https://www.xenonstack.com/managed-services/kubernetes/) [SRE as a Service](https://www.xenonstack.com/managed-services/site-reliability-engineering/) [Data Managed Services](https://www.xenonstack.com/managed-services/big-data/) [Analytics Managed Services](https://www.xenonstack.com/managed-services/analytics-managed-services/) [Data Protection](https://www.xenonstack.com/readiness-assessment/data-protection/) [On-Premise AI](https://www.xenonstack.com/managed-services/on-premise-ai-cluster/)

## Solutions

[Private Cloud](https://www.xenonstack.com/solutions/private-cloud/) [Internal Developer Platform](https://www.xenonstack.com/solutions/internal-developer-platform/) [AI Inference](https://www.xenonstack.com/solutions/ai-inference/) [Open-Source Data Platform](https://www.xenonstack.com/solutions/open-source-data-platform/) [AI Trust Score](https://www.xenonstack.com/solutions/ai-trust-score/) [Autonomous SoC](https://www.xenonstack.com/solutions/autonomous-soc/) [Digital Twin](https://www.xenonstack.com/solutions/digital-twin/) [Readiness Assessment](https://www.xenonstack.com/readiness-assessment/) [Talk To Specialist](https://www.xenonstack.com/talk-to-specialist/)

## Company

[About Us](https://www.xenonstack.com/about-us/) [Leadership Team](https://www.xenonstack.com/about-us/leadership-team/) [TAO of XenonStack](https://www.xenonstack.com/about-us/tao-of-xenonstack/) [How We Grow](https://www.xenonstack.com/about-us/how-we-grow/) [How We Work](https://www.xenonstack.com/about-us/how-we-work/) [Careers](https://www.xenonstack.com/careers/) [XA - QSIR](https://www.xenonstack.com/xenonstack-academy/) [Contact Us](https://www.xenonstack.com/contact-us/) [Book Demo](https://demo.xenonstack.com/)

## Resources

[Blog](https://www.xenonstack.com/blog) [Insights](https://www.xenonstack.com/insights/) [Use Cases](https://www.xenonstack.com/use-cases) [Case Study](https://www.xenonstack.com/case-studies) [Videos](https://www.xenonstack.com/videos/) [EBooks](https://www.xenonstack.com/e-book) [Presentations](https://www.xenonstack.com/presentations/)

@2026 XenonStack - A Stack Innovator!

[Privacy Policy](https://www.xenonstack.com/privacy-policy/) [Terms and Conditions](https://www.xenonstack.com/terms-and-conditions/)

Global Presence :

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✕

## Agent SRE for Reliability and Observability Solutions

 AI continuously monitors systems for risks before they escalate. It correlates signals across logs, metrics, and traces. This ensures faster detection, fewer incidents, and stronger reliability

- ![Performance Icon](https://www.xenonstack.com/hubfs/performance.svg)Proactive detection of performance and availability issues
- ![Root Cause Icon](https://www.xenonstack.com/hubfs/root-cause.svg)Root-cause analysis across microservices and environments
- ![Remediation Icon](https://www.xenonstack.com/hubfs/remediation.svg)Automated remediation playbooks to reduce MTTR

[Explore Agent SRE](https://agentsre.ai/)

![akira-ai-banner-illustration](https://www.xenonstack.com/hubfs/akira-ai-banner-illustration.svg)

✕

## Physical Surveillance with Vision AI Agent Technology

 AI converts camera feeds into instant situational awareness. It detects unusual motion and unsafe behavior in real time. Long hours of video become searchable and summarized instantly

- ![Motion Icon](https://www.xenonstack.com/hubfs/motion.svg)Real-time detection of suspicious motion or intrusion
- ![Video Search Icon](https://www.xenonstack.com/hubfs/video-search.svg)Natural language video search and instant playback
- ![Summary Icon](https://www.xenonstack.com/hubfs/summary.svg)Smart summaries for audits, investigations, and compliance

[See Vision AI in Action](https://www.xenonstack.ai/)

![physical-surveillance](https://www.xenonstack.com/hubfs/xai-banner-image.svg)

✕

## Agentic Data Intelligence Across Your Full Data Stack

 Your data stack becomes intelligent and conversational. Agents surface insights, detect anomalies, and explain trends. Move from dashboards to autonomous, always-on analytics

- ![Connects warehouses](https://www.xenonstack.com/hubfs/data-icon.svg)Connects to warehouses, lakes, and streaming sources
- ![Question Answering](https://www.xenonstack.com/hubfs/answers.svg)Question-answering in natural language
- ![Continuous monitoring](https://www.xenonstack.com/hubfs/monitoring-2.svg)Continuous monitoring for anomalies and KPI deviations

[See in Action](https://elixirdata.co/)

![agentic-data-intelligence](https://www.xenonstack.com/hubfs/empowerment-of-analysts.svg)

✕

## Intelligent Diagnostic for Self-Healing System Automation

 Agents identify recurring failures and performance issues. They trigger workflows that resolve common problems automatically. Your infrastructure evolves into a self-healing environment

- ![Diagnostics Icon](https://www.xenonstack.com/hubfs/diagnostic.svg)Automated diagnostics for recurring errors
- ![Playbook Icon](https://www.xenonstack.com/hubfs/playbook.svg)Playbook execution: restart services, scale pods, clear queues
- ![Feedback Icon](https://www.xenonstack.com/hubfs/feedback.svg)Feedback loop for improving remediation strategies

[See in Action](https://agentanalyst.ai/)

![intelligent-diagnostic](https://www.xenonstack.com/hubfs/dataops-reimagined-banner-image.svg)

✕

## Agentic GRC - Monitoring Risk and Compliance Controls

 AI continuously checks controls and compliance posture. It detects misconfigurations and risks before they escalate. Evidence collection becomes automatic and audit-ready

- ![Controls Icon](https://www.xenonstack.com/hubfs/controls.svg)Continuous control checks across infrastructure and SaaS
- ![Audit Icon](https://www.xenonstack.com/hubfs/audit.svg)Automated evidence collection for audits
- ![Risk Icon](https://www.xenonstack.com/hubfs/risk.svg)Risk scoring and prioritized remediation recommendations

[Explore Agent GRC](https://agentgrc.ai/)

![monitoring-risk-and-compliance](https://www.xenonstack.com/hubfs/enhanced-security-measures.svg)

✕

## Agentic Finance and Procurement Intelligent Agents

 Financial and procurement workflows become proactive and insight-driven. Agents monitor spend, vendors, and contracts in real time. Approvals and sourcing decisions become faster and smarter

- ![Visibility Icon](https://www.xenonstack.com/hubfs/visibility.svg)Real-time visibility into spend and commitments
- ![Anomaly Icon](https://www.xenonstack.com/hubfs/anomaly.svg)Anomaly detection on invoices and vendor performance
- ![Workflow Icon](https://www.xenonstack.com/hubfs/workflow.svg)Intelligent workflows for approvals and sourcing decisions

[Optimize Finance & Procurement](https://www.xenonify.ai/)

![agentic-finance-and-procurement](https://www.xenonstack.com/hubfs/responsible-ai-aviators-banner-illustration.svg)

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