{"id":4109,"date":"2026-09-02T06:40:17","date_gmt":"2026-09-02T06:40:17","guid":{"rendered":"https:\/\/dataopsschool.com\/blog\/?p=4109"},"modified":"2026-09-02T06:40:19","modified_gmt":"2026-09-02T06:40:19","slug":"the-complete-guide-to-finding-and-hiring-a-devops-freelancer","status":"publish","type":"post","link":"https:\/\/dataopsschool.com\/blog\/the-complete-guide-to-finding-and-hiring-a-devops-freelancer\/","title":{"rendered":"The Complete Guide to Finding and Hiring a DevOps Freelancer"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Introduction<\/h3>\n\n\n\n<p>Modern software teams face relentless pressure to ship features quickly while keeping infrastructure secure, stable, and cost-effective. Yet full-time DevOps hiring cycles frequently drag on for months, leaving developers bogged down with manual deployments, fragile environments, and cloud configuration drift. When release velocity stalls or production issues escalate, engineering leaders need experienced operational support immediately. Deciding to <strong>hire a DevOps freelancer<\/strong> provides a targeted, flexible way to bridge technical gaps without the lengthy recruitment overhead of an in-house hire. An experienced external specialist can implement Infrastructure as Code, configure container orchestration, or streamline continuous delivery pipelines. For startups and growing SaaS companies evaluating platforms like <a href=\"https:\/\/www.devopsfreelancer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">DevOpsFreelancer.com<\/a>, bringing in specialized talent accelerates execution. This guide breaks down when you should hire external talent, the technical skills you must evaluate, practical engagement models, and common pitfalls to avoid.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Engineering Teams Turn to DevOps Freelancers<\/h2>\n\n\n\n<p>Software delivery issues rarely solve themselves. As an application scales, engineering teams frequently hit operational bottlenecks where manual steps break workflows and slow down feature releases.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Closing the Specialized Skills Gap<\/h3>\n\n\n\n<p>Building and maintaining reliable cloud architecture requires expertise spanning system administration, networking, security controls, and developer tooling. Many internal engineering teams consist primarily of product engineers who understand business logic but lack deep production infrastructure experience.<\/p>\n\n\n\n<p>When organizations need to implement complex architectures\u2014such as multi-region failover, private Kubernetes clusters, or automated security scans\u2014attempting to train internal developers on the fly often leads to misconfigurations. Bringing in an external expert introduces proven production practices immediately.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Accelerating Release Cycles and Unblocking Developers<\/h3>\n\n\n\n<p>Developer velocity declines when software engineers must manage AWS permissions, debug container networking, or fix broken build agents manually. A skilled freelance DevOps engineer builds standardized deployment workflows that remove this friction.<\/p>\n\n\n\n<p>By turning manual build and deploy tasks into self-service CI\/CD automation, developers can focus on writing application code. Software updates move from staging to production through predictable, automated pipelines instead of manual checklist handoffs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Project-Based Flexibility for Scaling Startups<\/h3>\n\n\n\n<p>Not every company needs an expensive, full-time platform engineer on day one. Early-stage startups and mid-market teams often require focused operational intervention rather than forty hours of infrastructure maintenance every single week.<\/p>\n\n\n\n<p>Project-based engagements allow companies to address immediate challenges, such as establishing core infrastructure, auditing cloud expenses, or hardening security postures, without taking on recurring long-term payroll overhead.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Core Operational Areas Handled by a DevOps Freelancer<\/h2>\n\n\n\n<p>DevOps is broad. When evaluating candidates, engineering managers must identify the exact functional domains their project requires.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Infrastructure as Code (IaC) Automation<\/h3>\n\n\n\n<p>Managing cloud resources through interactive web consoles creates inconsistencies, undocumented changes, and disaster recovery risks. An experienced specialist standardizes cloud assets into declarative code using tools like Terraform, OpenTofu, AWS CloudFormation, or Ansible.<\/p>\n\n\n\n<p>IaC enables automated environment creation, peer-reviewed infrastructure updates, and version-controlled architecture. A qualified Terraform freelancer designs reusable modules, manages state locking through secure remote backends, and prevents environment drift across staging and production.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Continuous Integration and Continuous Delivery (CI\/CD)<\/h3>\n\n\n\n<p>A pipeline should run automated unit tests, build container images, run vulnerability scans, and release artifacts safely to target environments.<\/p>\n\n\n\n<p>Specialists implement resilient pipelines across platforms like GitHub Actions, GitLab CI\/CD, Jenkins, and Azure DevOps. They configure blue-green deployments, canary releases, and automated rollback workflows so engineering teams can deploy updates with minimal operational risk.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>+------------------+      +-------------------+      +-------------------+\n|  Code Commit     | ---&gt; |  Automated Build  | ---&gt; |  Security Checks  |\n|  (Git \/ PR)      |      |  &amp; Unit Testing   |      |  (SAST &amp; DAST)    |\n+------------------+      +-------------------+      +-------------------+\n                                                               |\n                                                               v\n+------------------+      +-------------------+      +-------------------+\n|  Automated       | &lt;--- |  Staging \/ Canary | &lt;--- |  Container Build  |\n|  Production Rel. |      |  Deployment       |      |  &amp; Image Scanning |\n+------------------+      +-------------------+      +-------------------+\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Containerization and Kubernetes Orchestration<\/h3>\n\n\n\n<p>Applications running on virtual machines often suffer from resource waste and deployment friction. Freelancers package applications into Docker containers to ensure consistent execution between developer machines and production clusters.<\/p>\n\n\n\n<p>For distributed architectures, a Kubernetes freelancer configures managed clusters such as Amazon EKS, Azure AKS, or Google GKE. They establish ingress routing, horizontal pod autoscaling, network security policies, and resource limits to ensure workloads scale reliably during traffic spikes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cloud Monitoring, Observability, and Alerting<\/h3>\n\n\n\n<p>Production deployments require deep visibility into application health and system performance. Freelancers configure observability stacks using Prometheus, Grafana, OpenTelemetry, Datadog, or cloud-native tools like AWS CloudWatch.<\/p>\n\n\n\n<p>Rather than relying on basic server uptime checks, they establish meaningful metrics tracking error rates, request latency, and infrastructure saturation, giving teams early warning before service degradations impact customers.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Choosing the Right Specialist for Your Architecture<\/h2>\n\n\n\n<p>A generalist understanding of cloud computing is helpful, but complex projects usually demand specific ecosystem knowledge.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Requirement                  Specialist Type              Core Technologies Involved\n---------------------------  ---------------------------  -------------------------------------\nAWS Cloud Modernization      AWS DevOps Freelancer        EKS, ECS, Lambda, IAM, CloudFormation\nAzure Pipeline Automation    Azure DevOps Freelancer      Azure Pipelines, AKS, ARM, Bicep\nCluster Management &amp; Scale   Kubernetes Freelancer        Helm, Ingress-NGINX, Cilium, Argo CD\nAutomated Cloud Provisioning Terraform Freelancer         Terraform Modules, Terragrunt, State\nPipeline &amp; Container Audits  DevSecOps Freelancer         Trivy, SonarQube, Vault, Snyk\nSLO &amp; Uptime Engineering     SRE Freelancer               Prometheus, Grafana, PagerDuty, Chaos\nModel Deployment Pipelines   MLOps Freelancer             Kubeflow, MLflow, Ray, Feature Stores\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Cloud Platform Experts: AWS and Azure<\/h3>\n\n\n\n<p>Deploying workloads efficiently requires mastering the idiosyncrasies of your chosen cloud provider. An AWS DevOps freelancer understands how to architect secure VPC topologies, set up fine-grained AWS IAM permissions, manage Amazon EKS or ECS clusters, and reduce unnecessary spend using AWS Savings Plans or spot instances.<\/p>\n\n\n\n<p>Similarly, an Azure DevOps freelancer integrates enterprise Azure Active Directory identities, builds end-to-end Azure Pipelines, and manages Azure Kubernetes Service (AKS) clusters with strict compliance controls.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Reliability and Security Specialists<\/h3>\n\n\n\n<p>If your system experiences frequent unplanned outages or inconsistent releases, an SRE freelancer (Site Reliability Engineer) can establish Service Level Indicators (SLIs) and Service Level Objectives (SLOs), set up sensible alerting thresholds, and formalize incident response runbooks.<\/p>\n\n\n\n<p>When security and regulatory compliance are top priorities, bringing in a DevSecOps freelancer ensures that static application security testing (SAST), secrets management (like HashiCorp Vault), and container image vulnerability scanning become automated, mandatory gates within your delivery pipelines.<\/p>\n\n\n\n<p>For teams deploying predictive models or artificial intelligence workloads, an MLOps freelancer sets up specialized training infrastructure, automated deployment pipelines, and model drift monitoring.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Technical and Practical Evaluation Framework<\/h2>\n\n\n\n<p>Vetting freelance talent requires looking beyond resume buzzwords. An engineer must demonstrate hands-on production problem-solving abilities and clear operational hygiene.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Hands-On Production Experience<\/h3>\n\n\n\n<p>Many engineers can spin up a basic environment by following online tutorials, but operating systems under actual user load requires deeper troubleshooting experience.<\/p>\n\n\n\n<p>Ask candidates to describe how they handled unexpected production outages, resolved database connection pool exhaustion, or identified memory leaks inside containerized applications. A qualified professional should communicate the root causes clearly and describe the preventative steps they implemented.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Infrastructure as Code Architecture Habits<\/h3>\n\n\n\n<p>Ask candidates how they structure Terraform modules and state files. Red flags include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hardcoding cloud credentials, IPs, or secrets inside configuration files<\/li>\n\n\n\n<li>Storing unencrypted state files on local laptops instead of remote backends with state locking (e.g., AWS S3 with DynamoDB)<\/li>\n\n\n\n<li>Creating monolithic state architectures where a single typo can corrupt the entire company infrastructure<\/li>\n<\/ul>\n\n\n\n<p>A competent engineer structures modular configurations, isolates environments across separate accounts or directories, and utilizes automated linting tools like <code>tflint<\/code> or <code>checkov<\/code>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Pragmatic Security Philosophy<\/h3>\n\n\n\n<p>Securing cloud environments is an operational requirement, not an optional step. A qualified freelancer should automatically adhere to the principle of least privilege.<\/p>\n\n\n\n<p>During interviews, evaluate how they manage application secrets. Professional engineers avoid placing API keys or database passwords in environment variables or Git repositories, relying instead on services such as AWS Secrets Manager, Azure Key Vault, or HashiCorp Vault with dynamic rotation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Clear Documentation and Knowledge Transfer<\/h3>\n\n\n\n<p>A major risk when hiring external contractors is ending up with a complex, undocumented system that no internal engineer knows how to operate.<\/p>\n\n\n\n<p>Evaluate the candidate&#8217;s communication habits. The engineer must produce clear architecture diagrams, document pipeline parameters, write practical runbooks for common troubleshooting workflows, and train internal staff before wrapping up the contract.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Strategic Advantages of Hiring a DevOps Freelancer<\/h2>\n\n\n\n<p>Working with independent contractors provides several distinct operational advantages when structured correctly.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Targeted Execution Without Onboarding Lag<\/h3>\n\n\n\n<p>Full-time technical hiring often takes two to four months, followed by internal onboarding. Freelance specialists, by contrast, are accustomed to diving straight into unfamiliar codebases, auditing environments, and resolving operational roadblocks quickly.<\/p>\n\n\n\n<p>This speed is particularly valuable when unblocking tight product release deadlines or migrating workloads before legacy data center contracts expire.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Access to Cross-Industry Best Practices<\/h3>\n\n\n\n<p>Because freelancers work across diverse environments, companies, and application stacks, they have seen what works and what fails in production.<\/p>\n\n\n\n<p>They bring broad operational insights that internal developers\u2014who may have worked inside a single proprietary stack for years\u2014rarely encounter. This helps your team avoid common technical traps and architectural dead ends.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Global Talent Flexibility<\/h3>\n\n\n\n<p>Engineering leadership is no longer constrained to local hiring pools. Engaging specialized talent globally allows startups and mid-market organizations to access high-caliber engineering skills within their specific budget constraints.<\/p>\n\n\n\n<p>For instance, many companies looking for cost-effective, high-performing engineers choose to collaborate with a DevOps Freelancer India to secure deep AWS, Kubernetes, and automation capabilities across overlapping time zones.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Common Pitfalls When Engaging External DevOps Talent<\/h2>\n\n\n\n<p>Engaging external engineers requires clear guardrails to avoid project failure, budget overruns, or operational hazards.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Common Mistake                     Operational Consequence           Preventative Solution\n---------------------------------  --------------------------------  ------------------------------------\nExcessive IAM Permissions          Security compromise or data leak  Least-privilege roles, session limits\nNo Shared Git \/ IaC Repository     Vendor lock-in and lost context   Client-owned Git repos and backends\nHiring Purely on Certifications    Inability to resolve outages      Production troubleshooting scenarios\nVague Scope of Work                Endless delays and scope creep    Milestone-based delivery stages\nZero Post-Deployment Monitoring    Undetected failures in live traffic Automated metrics, health checks, alerts\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Granting Unrestricted Administrative Access<\/h3>\n\n\n\n<p>Never hand over root account credentials or broad administrative privileges to any contractor. Provide engineers with dedicated identity-federated accounts, scoped strictly to the resources required for their assignment.<\/p>\n\n\n\n<p>Always enforce Multi-Factor Authentication (MFA), log console activity using audit trails like AWS CloudTrail, and revoke access immediately once the project milestones are verified.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Omitting Internal Engineering Shadowing<\/h3>\n\n\n\n<p>Never allow an external engineer to build critical infrastructure in total isolation. If your internal team does not understand how the CI\/CD pipeline deploys code or how the Kubernetes cluster provisions storage, they will struggle during the next production incident.<\/p>\n\n\n\n<p>Require pair programming sessions or weekly walkthroughs to ensure internal developers understand how to run, modify, and monitor the new infrastructure.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Hiring Without Defining Clear Milestones<\/h3>\n\n\n\n<p>Broad project descriptions like &#8220;fix our infrastructure&#8221; lead to budget overruns and misaligned expectations.<\/p>\n\n\n\n<p>Break engagements down into concrete technical milestones, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Milestone 1: Audit existing AWS footprint and deliver an infrastructure optimization plan<\/li>\n\n\n\n<li>Milestone 2: Automate staging and production provisioning with Terraform modules<\/li>\n\n\n\n<li>Milestone 3: Build and test container deployment pipelines using GitHub Actions<\/li>\n\n\n\n<li>Milestone 4: Deliver monitoring dashboards, runbooks, and conduct team handoff<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Structuring the Engagement: What CTOs Need to Plan<\/h2>\n\n\n\n<p>Before posting an assignment or reaching out to specialists on platforms like DevOpsFreelancer.com, prepare your team internally to ensure a smooth project kickoff.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Determine the Scope: Fixed-Scope vs. Dedicated Hours<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fixed-Scope Projects:<\/strong> Ideal for well-defined deliverables, such as setting up a brand-new Kubernetes cluster, migrating an application to AWS, or configuring a CI\/CD pipeline from scratch. Both parties agree on milestones, timelines, and deliverables upfront.<\/li>\n\n\n\n<li><strong>Retainer \/ Hourly Engagements:<\/strong> Best suited for ongoing maintenance, infrastructure troubleshooting, periodic security auditing, or assisting internal engineering teams as secondary on-call support.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Verify Prerequisites Before Day One<\/h3>\n\n\n\n<p>Do not burn billable contractor hours waiting for internal approvals. Ensure the following items are ready before the engagement begins:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Access to relevant source code repositories<\/li>\n\n\n\n<li>Dedicated, non-production cloud sandbox accounts for testing<\/li>\n\n\n\n<li>Network and architectural documentation (even if informal)<\/li>\n\n\n\n<li>A designated internal engineering point of contact for technical questions<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Practical Tips \/ Key Takeaways<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prioritize Practical Experience Over Certifications:<\/strong> Validate practical troubleshooting skills and production battle scars rather than paper credentials alone.<\/li>\n\n\n\n<li><strong>Own Your Assets:<\/strong> Ensure all Terraform state files, container registries, code repositories, and cloud accounts remain hosted within company-owned infrastructure.<\/li>\n\n\n\n<li><strong>Enforce Least Privilege:<\/strong> Grant contractors scoped access, mandate MFA, and implement time-bound permissions.<\/li>\n\n\n\n<li><strong>Make Documentation a Mandatory Milestone:<\/strong> Final invoice sign-offs should require complete operational runbooks and an internal team knowledge-transfer session.<\/li>\n\n\n\n<li><strong>Define Concrete Deliverables:<\/strong> Frame the engagement around explicit technical objectives rather than open-ended support.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">FAQs<\/h3>\n\n\n\n<p><strong>What does a freelance DevOps engineer do?<\/strong><\/p>\n\n\n\n<p>A freelance DevOps engineer designs, automates, and maintains cloud infrastructure and deployment pipelines. They automate repetitive developer tasks, set up monitoring, manage container platforms, and ensure applications move smoothly from development to production securely and reliably.<\/p>\n\n\n\n<p><strong>When should a business hire a DevOps freelancer instead of a full-time employee?<\/strong><\/p>\n\n\n\n<p>Hiring a freelancer is ideal when you have specific project deliverables, such as migrating to the cloud, setting up CI\/CD, or containerizing applications. It suits companies needing immediate expertise without the long hiring timelines and overhead of full-time staff.<\/p>\n\n\n\n<p><strong>How can engineering teams evaluate a DevOps candidate&#8217;s technical skills?<\/strong><\/p>\n\n\n\n<p>Evaluate candidates through architectural discussions, past project walkthroughs, and practical troubleshooting questions. Ask how they design Infrastructure as Code modules, secure credentials, and manage production rollbacks rather than relying on abstract trivia questions.<\/p>\n\n\n\n<p><strong>What specific responsibilities does an AWS DevOps freelancer handle?<\/strong><\/p>\n\n\n\n<p>An AWS DevOps specialist designs and automates infrastructure using native Amazon services. They configure IAM security, build VPC networks, manage workloads using ECS or EKS, and automate resource provisioning with CloudFormation or Terraform.<\/p>\n\n\n\n<p><strong>When does it make sense to bring in a Kubernetes freelancer?<\/strong><\/p>\n\n\n\n<p>Bring in a Kubernetes specialist when your development team spends too much time debugging pod scheduling, service discovery, or cluster networking. They help design scalable clusters, write clean Helm charts, and manage secure production deployments.<\/p>\n\n\n\n<p><strong>What tasks does a Terraform freelancer focus on?<\/strong><\/p>\n\n\n\n<p>A Terraform specialist automates infrastructure provisioning through declarative code. They organize configurations into reusable modules, implement remote state backends with concurrency locking, and eliminate manual console changes across cloud platforms.<\/p>\n\n\n\n<p><strong>What value does a DevSecOps freelancer provide to a project?<\/strong><\/p>\n\n\n\n<p>A DevSecOps engineer integrates automated security checks directly into development pipelines. They implement static code analysis, vulnerability scanning for container images, automated secrets management, and compliance guardrails without slowing release cycles.<\/p>\n\n\n\n<p><strong>How does an SRE freelancer help stabilize production applications?<\/strong><\/p>\n\n\n\n<p>An SRE freelancer focuses on uptime, system performance, and operational reliability. They establish Service Level Objectives, build actionable alerting dashboards, automate incident response workflows, and eliminate single points of failure across system architectures.<\/p>\n\n\n\n<p><strong>What factors influence the cost of hiring a DevOps freelancer?<\/strong><\/p>\n\n\n\n<p>Costs depend on project complexity, required specialized skills (such as niche MLOps or complex Kubernetes networking), project duration, and geographic location. Clear project scopes generally result in more predictable, cost-effective engagements.<\/p>\n\n\n\n<p><strong>How do we prevent security risks when working with external DevOps contractors?<\/strong><\/p>\n\n\n\n<p>Enforce the principle of least privilege by providing role-based access limited to the contractor&#8217;s specific tasks. Require MFA, monitor activity using cloud audit logs, avoid sharing long-term root keys, and revoke permissions immediately after project completion.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Conclusion<\/h3>\n\n\n\n<p>Modern engineering organizations must balance fast-paced product delivery with ironclad infrastructure stability. Choosing to hire a DevOps freelancer gives leadership a practical, cost-effective way to modernize cloud operations, establish automated deployment pipelines, and address operational debt without taking on permanent organizational overhead. Success hinges on selecting the right specialist for your architecture, verifying production-level experience, establishing clear milestones, and maintaining strict security standards. Platforms like DevOpsFreelancer.com connect businesses directly with vetted cloud and operational specialists who can deliver high-impact infrastructure results.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Modern software teams face relentless pressure to ship features quickly while keeping infrastructure secure, stable, and cost-effective. Yet full-time DevOps hiring cycles frequently drag on for&#8230; <\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[83,226,713,255,341,714],"class_list":["post-4109","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-cloudarchitecture","tag-continuousintegration","tag-devopsguide","tag-infrastructureascode","tag-platformengineering","tag-systemdesign"],"_links":{"self":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/4109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=4109"}],"version-history":[{"count":1,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/4109\/revisions"}],"predecessor-version":[{"id":4110,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/4109\/revisions\/4110"}],"wp:attachment":[{"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=4109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=4109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dataopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=4109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}