{"id":32430,"date":"2026-11-03T16:08:51","date_gmt":"2026-11-03T10:38:51","guid":{"rendered":"https:\/\/opstree.com\/blog\/?p=32430"},"modified":"2026-11-03T16:08:51","modified_gmt":"2026-11-03T10:38:51","slug":"aws-security-performance-secops-engineering","status":"publish","type":"post","link":"https:\/\/opstree.com\/blog\/aws-security-performance-secops-engineering\/","title":{"rendered":"AWS Security Best Practices: A SecOps and Performance Playbook"},"content":{"rendered":"<p>AWS cloud environments offer scalability and flexibility, however, default configurations can lead to security vulnerabilities, performance bottlenecks and unnecessary infrastructure costs. From excessive IAM permissions and publicly accessible resources to unmanaged workloads and unverified backups, even minor configuration flaws can pose significant risks to an enterprise.<\/p>\n<p><span data-contrast=\"auto\">Most AWS incidents and most slow systems, trace back to the same root cause: <\/span><b><span data-contrast=\"auto\">defaults<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"auto\">The default VPC puts everything in a <\/span><b><span data-contrast=\"auto\">public subnet<\/span><\/b><span data-contrast=\"auto\"> with a routable IP.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Security groups ship open and stay open.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Backups exist but have never once been restored.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Defaults exist to get you from zero to a running workload in ten minutes. They&#8217;re a starting point, not a posture. This playbook covers the operating discipline , identity, network, encryption, detection, incident response, and the engineering practices that keep systems fast <\/span><i><span data-contrast=\"auto\">while<\/span><\/i><span data-contrast=\"auto\"> staying safe.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The unifying theme: in AWS, <\/span><b><span data-contrast=\"auto\">safety and speed are not a trade-off.<\/span><\/b><span data-contrast=\"auto\"> Most of the controls worth enabling also remove cost, because risk and waste concentrate in the same place \u2014 things you forgot you were running.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><i><span data-contrast=\"auto\">Cost-focused optimization is covered in our companion post: &#8220;<a href=\"https:\/\/opstree.com\/blog\/aws-defaults-problem-finops-playbook\/\" target=\"_blank\" rel=\"noopener\">AWS Cost Optimization: The Complete FinOps Playbook<\/a>.&#8221;<\/span><\/i><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h3><span class=\"TextRun SCXW217681440 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW217681440 BCX0\" data-ccp-parastyle=\"heading 2\">Identity: Roles, Not Keys<\/span><\/span><span class=\"EOP Selected SCXW217681440 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\">\u00a0<\/span><\/h3>\n<ul>\n<li><b><span data-contrast=\"auto\">Delete all IAM user access keys.<\/span><\/b><span data-contrast=\"auto\"> Humans federate through <\/span><b><span data-contrast=\"auto\">IAM Identity Center<\/span><\/b><span data-contrast=\"auto\">; workloads assume roles. Static keys are the single most common path from a leaked repo to a live incident.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Scope policies to specific resources and actions. A <\/span><span data-contrast=\"auto\">*<\/span><span data-contrast=\"auto\"> in a production policy is a finding, not a shortcut.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Enforce org-wide guardrails: <\/span><b><span data-contrast=\"auto\">permission boundaries<\/span><\/b><span data-contrast=\"auto\"> on roles, and <\/span><b><span data-contrast=\"auto\">SCPs<\/span><\/b><span data-contrast=\"auto\"> that deny non-approved regions and expensive instance families \u2014 a security control that doubles as a cost control.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span class=\"TextRun SCXW46538834 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW46538834 BCX0\" data-ccp-parastyle=\"heading 2\">Network: Private by Default<\/span><\/span><span class=\"EOP Selected SCXW46538834 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\">\u00a0<\/span><\/h3>\n<ul>\n<li><span data-contrast=\"auto\">The <\/span><b><span data-contrast=\"auto\">default VPC is for tutorials.<\/span><\/b><span data-contrast=\"auto\"> Build real subnets: private for workloads, public only for load balancers.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">No bastion hosts, no SSH keys.<\/span><\/b><span data-contrast=\"auto\"> Use <\/span><b><span data-contrast=\"auto\">SSM Session Manager<\/span><\/b><span data-contrast=\"auto\"> instead \u2014 no open port 22, no key sprawl, every session logged to S3\/CloudWatch. It also deletes an <a href=\"https:\/\/opstree.com\/blog\/restoring-a-backup-stored-in-s3-to-an-ec2-instance-using-xtrabackup\/\" target=\"_blank\" rel=\"noopener\">EC2 instance<\/a> you were paying $10\u201330\/month to keep around as a jump box.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Security groups should default-deny, and reference by <\/span><b><span data-contrast=\"auto\">security group name, not CIDR<\/span><\/b><span data-contrast=\"auto\">, so rules stay correct as infrastructure changes underneath them.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span class=\"TextRun SCXW163319597 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW163319597 BCX0\" data-ccp-parastyle=\"heading 2\">Encryption: Before It Matters<\/span><\/span><span class=\"EOP Selected SCXW163319597 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\">\u00a0<\/span><\/h3>\n<ul>\n<li><b><span data-contrast=\"auto\">RDS encryption can only be enabled at creation<\/span><\/b><span data-contrast=\"auto\"> &#8211; you cannot retrofit a live database. Plan it at provisioning, or pay for a snapshot-copy-restore migration later.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">S3 Block Public Access at the account level<\/span><\/b><span data-contrast=\"auto\"> &#8211; one setting blocks every current and future bucket from ever going public.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Use SSE-KMS for sensitive data and SSE-S3 for the rest And enable <\/span><b><span data-contrast=\"auto\">S3 Bucket Keys, <\/span><\/b><span data-contrast=\"auto\">same security posture, up to 99% fewer KMS requests, lower cost and lower latency. A rare setting that&#8217;s strictly better with no trade-off.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<div style=\"border: 1px solid #d1d5db; padding: 16px; margin: 20px 0; background-color: #f0f4f8;\">\n<p style=\"margin: 0; font-weight: 600; font-size: 16px;\">Also Read: <a href=\"https:\/\/opstree.com\/case-study\/migrating-from-on-prem-to-aws-with-enhanced-observability-security-and-cost-optimization\/\" target=\"_blank\" rel=\"noopener\">Migrating from On-Prem to AWS with Enhanced Observability, Security, and Cost Optimization<\/a><\/p>\n<\/div>\n<h3><span class=\"TextRun SCXW101930819 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW101930819 BCX0\" data-ccp-parastyle=\"heading 2\">Logging: One Trail, One Place<\/span><\/span><\/h3>\n<ul>\n<li><span data-contrast=\"auto\">A <\/span><b><span data-contrast=\"auto\">single org-wide <a href=\"https:\/\/opstree.com\/blog\/event-monitoring-using-aws-cloudtrail\/\" target=\"_blank\" rel=\"noopener\">CloudTrail<\/a><\/span><\/b><span data-contrast=\"auto\"> (the first copy of management events is free) writing to a centralized, <\/span><b><span data-contrast=\"auto\">write-protected logging account<\/span><\/b><span data-contrast=\"auto\">. Per-account trails are how evidence gets lost.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Set <\/span><b><span data-contrast=\"auto\">retention<\/span><\/b><span data-contrast=\"auto\"> on every CloudWatch log group &#8211; 30 -90 days hot, then archive. The default of never expiring is a growing bill and a compliance liability at the same time.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Centralized logs are also your cost-forensics foundation: every surprise charge has an API call behind it, and that call is sitting in the trail.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2><span class=\"EOP Selected SCXW101930819 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\"> <span class=\"TextRun SCXW1332905 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW1332905 BCX0\" data-ccp-parastyle=\"heading 2\">Detection: Turn It On<\/span><\/span><\/span><\/h2>\n<ul>\n<li><b><span data-contrast=\"auto\">GuardDuty<\/span><\/b><span data-contrast=\"auto\"> on every account , it analyzes the CloudTrail, VPC flow, and DNS logs you&#8217;re already centralizing.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Security Hub<\/span><\/b><span data-contrast=\"auto\"> with the AWS Foundational Security standard as the score to drive toward zero.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Route findings to a channel people actually watch , Slack or PagerDuty , not an inbox nobody reads.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2><span class=\"TextRun SCXW99370126 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW99370126 BCX0\" data-ccp-parastyle=\"heading 2\">Patching &amp; Secrets on Rails<\/span><\/span><\/h2>\n<ul>\n<li><b><span data-contrast=\"auto\">SSM Patch Manager<\/span><\/b><span data-contrast=\"auto\"> with maintenance windows, so patch state is a reported metric rather than a quarterly surprise.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Secrets Manager with rotation<\/span><\/b><span data-contrast=\"auto\"> for database credentials. Hand-rotated credentials don&#8217;t get rotated, they get a calendar reminder that&#8217;s ignored for eleven months.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span class=\"TextRun SCXW104563211 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW104563211 BCX0\" data-ccp-parastyle=\"heading 2\">Backups: An Unrestored Backup Is Just a Hope<\/span><\/span><span class=\"EOP Selected SCXW104563211 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\">\u00a0<\/span><\/h3>\n<ul>\n<li><b><span data-contrast=\"auto\">AWS Backup<\/span><\/b><span data-contrast=\"auto\"> with cross-account and cross-region copies. Cross-account is the line that actually matters against ransomware, it strips the compromised account of any ability to delete its own backups.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Quarterly restore tests<\/span><\/b><span data-contrast=\"auto\"> into a scratch VPC. The test <\/span><i><span data-contrast=\"auto\">is<\/span><\/i><span data-contrast=\"auto\"> the backup , anything else is unverified.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span class=\"EOP Selected SCXW99370126 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\"> <span class=\"TextRun SCXW712576 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW712576 BCX0\" data-ccp-parastyle=\"heading 2\">Incident Response: Decide Before the Incident<\/span><\/span><span class=\"EOP Selected SCXW712576 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\">\u00a0<\/span><\/span><\/h3>\n<p><span data-contrast=\"auto\">Keep a one-page runbook per scenario, a compromised key, an exposed bucket, a cryptomining instance, with pre-staged actions: who revokes access, who snapshots for forensics, who isolates the network interface.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">During an incident is the wrong time to design incident response. And worth noting: cryptomining is a <\/span><b><span data-contrast=\"auto\">FinOps incident<\/span><\/b><span data-contrast=\"auto\"> as much as a security one, the first symptom is almost always the bill.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h3><span class=\"EOP Selected SCXW101930819 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\"><span class=\"EOP Selected SCXW1332905 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\"> <span class=\"TextRun SCXW77247972 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW77247972 BCX0\" data-ccp-parastyle=\"heading 2\">Performance: Speed Is Cheap When <\/span><span class=\"NormalTextRun SCXW77247972 BCX0\" data-ccp-parastyle=\"heading 2\">It&#8217;s<\/span><span class=\"NormalTextRun SCXW77247972 BCX0\" data-ccp-parastyle=\"heading 2\"> Designed In<\/span><\/span><\/span><\/span><\/h3>\n<ul>\n<li><b><span data-contrast=\"auto\">Cache before you scale.<\/span><\/b><span data-contrast=\"auto\"><a href=\"https:\/\/opstree.com\/blog\/secure-website-hosting-aws-s3-cloudfront-oac\/\" target=\"_blank\" rel=\"noopener\"> CloudFront<\/a> for HTTP, ElastiCache for reads, <\/span><b><span data-contrast=\"auto\">RDS Proxy<\/span><\/b><span data-contrast=\"auto\"> for chatty applications. Serving from cache costs next to nothing compared to spinning up another app server and another database connection.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Target-tracking autoscaling, not step policies.<\/span><\/b><span data-contrast=\"auto\"> Scale on a metric that represents actual user pain \u2014 latency, queue depth, not raw CPU. Step policies on CPU guarantee you scale <\/span><i><span data-contrast=\"auto\">after<\/span><\/i><span data-contrast=\"auto\"> users have already noticed.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Database connection storms are the invisible killer.<\/span><\/b><span data-contrast=\"auto\"> Every instance opens its own pool, the database hits <\/span><span data-contrast=\"auto\">max_connections<\/span><span data-contrast=\"auto\">, and everything times out right at peak. RDS Proxy or app-level pool limits fix the exact problem that scaling the app tier makes worse.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Latency is a placement decision.<\/span><\/b><span data-contrast=\"auto\"> Co-locate app and database AZs, use gp3 provisioned throughput where the workload is disk-bound, and measure <\/span><b><span data-contrast=\"auto\">p95\/p99, never averages<\/span><\/b><span data-contrast=\"auto\"> &#8211; an average hides every problem worth finding.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Observability drives capacity.<\/span><\/b><span data-contrast=\"auto\"> The teams with the best cost-performance curves are the ones with the fastest feedback loop between &#8220;a metric moved&#8221; and &#8220;infrastructure changed.&#8221;<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276,&quot;335559991&quot;:283,&quot;469777462&quot;:[709,709],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[0,1]}\">\u00a0<\/span><\/li>\n<\/ul>\n<h3><span class=\"TextRun SCXW64148966 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW64148966 BCX0\" data-ccp-parastyle=\"heading 2\">The Cross-Domain Wins<\/span><\/span><\/h3>\n<p><span class=\"TextRun SCXW213733530 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW213733530 BCX0\" data-ccp-parastyle=\"Body Text\">These decisions pay off in security, performance, <\/span><\/span><span class=\"TextRun SCXW213733530 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW213733530 BCX0\" data-ccp-parastyle=\"Body Text\">and<\/span><\/span><span class=\"TextRun SCXW213733530 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW213733530 BCX0\" data-ccp-parastyle=\"Body Text\"> cost simultaneously, prioritize them above any single-domain fix:<\/span><\/span><span class=\"EOP Selected SCXW213733530 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<div style=\"overflow-x: auto; width: 100%; margin: 25px 0; -webkit-overflow-scrolling: touch;\">\n<table style=\"width: 100%; min-width: 750px; border-collapse: collapse; font-family: Arial,Helvetica,sans-serif; font-size: 14px; line-height: 1.6; color: #374151;\">\n<thead>\n<tr style=\"background: #f5f7fa;\">\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">Decision<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">Security<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">Performance<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">Cost<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">SSM Session Manager, kill the bastion<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">No open port 22, sessions logged<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Faster incident access<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">\u22121 EC2 instance<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Private subnets, no auto-assign public IP<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Massively reduced attack surface<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">\u2014<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">\u2212$3.65\/mo\/instance<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">CloudFront in front of origin<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Shield Standard + WAF + TLS<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Global edge caching<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Cheaper egress<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Gateway VPC endpoints<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Traffic stays on the AWS backbone<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">More consistent latency<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">NAT fees \u2192 $0<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Delete idle assets<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Smaller exposure surface<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Cleaner inventory<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Direct savings<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Centralized CloudTrail<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Evidence preservation<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">\u2014<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Cost forensics<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Autoscaling (target tracking)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Smaller steady-state footprint<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Scales ahead of pain<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Pay for load, not peak<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">RDS Proxy \/ connection pooling<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">\u2014<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Kills connection storms<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Fewer DB connections billed<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><span class=\"TextRun SCXW89435986 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\">The pattern to <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\">notice:<\/span> <\/span><span class=\"TextRun SCXW89435986 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\">risk and waste concentrate in the same place,<\/span><\/span><span class=\"TextRun SCXW89435986 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\">\u00a0the things nobody remembers <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\">is<\/span><span class=\"NormalTextRun SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\"> still running. Delete it, lock it down, or <\/span><span class=\"NormalTextRun SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\">monitor<\/span><span class=\"NormalTextRun SCXW89435986 BCX0\" data-ccp-parastyle=\"Body Text\"> it; every one of those moves is both safer and cheaper.<\/span><\/span><span class=\"EOP Selected SCXW89435986 BCX0\" data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h3><span class=\"TextRun SCXW261439936 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW261439936 BCX0\" data-ccp-parastyle=\"heading 2\">The Priority List<\/span><\/span><\/h3>\n<div style=\"overflow-x: auto; width: 100%; margin: 25px 0; -webkit-overflow-scrolling: touch;\">\n<table style=\"width: 100%; min-width: 850px; border-collapse: collapse; font-family: Arial,Helvetica,sans-serif; font-size: 14px; line-height: 1.6; color: #374151;\">\n<thead>\n<tr style=\"background: #f5f7fa;\">\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left; width: 6%;\">#<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left; width: 34%;\">Action<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left; width: 16%;\">Effort<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left; width: 44%;\">Why first<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">1<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Org-wide CloudTrail \u2192 centralized logging account<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">1 hr<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Management events are free; foundation for everything else<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">2<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Root MFA, zero root access keys, Identity Center<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">30 min<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Cheapest risk reduction available on the platform<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">3<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">S3 Block Public Access, account level<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">10 min<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">One setting, every bucket, forever<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">4<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">GuardDuty + Security Hub on all accounts<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">1 hr<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Detection on logs you&#8217;re already collecting<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">5<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Kill bastions \u2192 SSM Session Manager<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Half-day<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Security win and a deleted instance<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">6<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Delete all IAM access keys \u2192 roles<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Ongoing<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Closes the #1 breach path<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">7<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Secrets Manager rotation for DB credentials<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">1 day<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Hand-rotation simply doesn&#8217;t happen<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">8<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Retention on all CloudWatch log groups<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">30 min<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Fixes the bill and a compliance gap at once<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">9<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">AWS Backup with cross-account copies<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Half-day<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Survives a compromised account<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">10<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Quarterly restore test<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Half-day \/ quarter<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Turns backups from a hope into a system<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">11<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">RDS Proxy on chatty applications<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">1 day<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Kills connection storms<\/td>\n<\/tr>\n<tr style=\"background: #fafafa;\">\n<td style=\"border: 1px solid #ddd; padding: 12px;\">12<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">p95\/p99 dashboards, retire the averages<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Ongoing<\/td>\n<td style=\"border: 1px solid #ddd; padding: 12px;\">Averages hide every real problem<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3><b><span data-contrast=\"auto\">The Bottom Line<\/span><\/b><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245418&quot;:true,&quot;335559738&quot;:200,&quot;335559739&quot;:120,&quot;335559991&quot;:0}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"auto\">AWS doesn&#8217;t have a security problem or a performance problem, it has a <\/span><b><span data-contrast=\"auto\">defaults problem<\/span><\/b><span data-contrast=\"auto\">. The well-run cloud environment isn&#8217;t the one with the most sophisticated tooling; it&#8217;s the one where every trail is centralized, every key is a role, every mode is chosen deliberately, and every backup has actually been restored once.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:140,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">That operational surface is too wide to watch by hand, which is why we built <\/span><b><span data-contrast=\"auto\">UnitEconPro<\/span><\/b><span data-contrast=\"auto\">: continuous inventory ingestion, drift detection on every control worth having, and change tracking that tells you who changed what, when, and what it cost. Because in a well-run account, the security story and the cost story are the same story.<\/span><\/p>\n<h3><span data-ccp-props=\"{}\">Related Searches<\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/opstree.com\/blog\/top-aws-consulting-partner\/\" target=\"_blank\" rel=\"noopener\">Top AWS Consulting Partner in India 2026<\/a><\/li>\n<li><a href=\"https:\/\/opstree.com\/blog\/aws-for-beginners-what-is-it-how-it-works-and-key-benefits\/\" target=\"_blank\" rel=\"noopener\">AWS For Beginners: What Is It, How It Works, and Key Benefits<\/a><\/li>\n<li><a href=\"https:\/\/opstree.com\/blog\/aws-devops-agent-a-complete-guide-to-ai-powered-cloud-automation\/\" target=\"_blank\" rel=\"noopener\">AWS DevOps Agent: A Complete Guide to AI-Powered Cloud Automation<\/a><\/li>\n<\/ul>\n<h3>Related Solutions<\/h3>\n<ul>\n<li><a href=\"https:\/\/opstree.com\/capability\/platform-engineering\/\" target=\"_blank\" rel=\"noopener\">platform engineering services<\/a><\/li>\n<li><a href=\"https:\/\/opstree.com\/capability\/data-engineering-analytics\/\" target=\"_blank\" rel=\"noopener\">data modernization services<\/a><\/li>\n<li><a href=\"https:\/\/opstree.com\/capability\/cloud-transformation\/\" target=\"_blank\" rel=\"noopener\">cloud migration services\u00a0<\/a><\/li>\n<li><a href=\"https:\/\/opstree.com\/capability\/cloud-security\/\" target=\"_blank\" rel=\"noopener\">cloud security services<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AWS cloud environments offer scalability and flexibility, however, default configurations can lead to security vulnerabilities, performance bottlenecks and unnecessary infrastructure costs. From excessive IAM permissions and publicly accessible resources to unmanaged workloads and unverified backups, even minor configuration flaws can pose significant risks to an enterprise. Most AWS incidents and most slow systems, trace back [&hellip;]<\/p>\n","protected":false},"author":244582734,"featured_media":32431,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false},"version":2}},"categories":[36349927],"tags":[768739780,13617066,24750792,392947966,343865],"class_list":["post-32430","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aws-2","tag-aws-security","tag-cloudfront","tag-cloudwatch","tag-iam-role","tag-technical-blog"],"blocksy_meta":[],"jetpack_publicize_connections":[],"acf":[],"jetpack_featured_media_url":"https:\/\/opstree.com\/blog\/wp-content\/uploads\/2026\/11\/AWS-SecOps-and-Engineering-Playbook.webp","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pfDBOm-8r4","jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/posts\/32430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/users\/244582734"}],"replies":[{"embeddable":true,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/comments?post=32430"}],"version-history":[{"count":2,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/posts\/32430\/revisions"}],"predecessor-version":[{"id":32433,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/posts\/32430\/revisions\/32433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/media\/32431"}],"wp:attachment":[{"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/media?parent=32430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/categories?post=32430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/opstree.com\/blog\/wp-json\/wp\/v2\/tags?post=32430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}