{"id":524,"date":"2026-07-25T05:55:00","date_gmt":"2026-07-25T05:55:00","guid":{"rendered":"https:\/\/harshad-sonawane.com\/blog\/?p=524"},"modified":"2026-07-19T10:18:03","modified_gmt":"2026-07-19T10:18:03","slug":"migrating-monoliths-to-microservices-blueprint","status":"publish","type":"post","link":"https:\/\/harshad-sonawane.com\/blog\/migrating-monoliths-to-microservices-blueprint\/","title":{"rendered":"Migrating Monoliths to Microservices: A Step-by-Step Migration Blueprint"},"content":{"rendered":"<p data-start=\"76\" data-end=\"431\">Many enterprise applications started as monoliths because monolithic architecture is simple to build, deploy, and manage during the early stages of product development. Over time, however, as teams grow and systems become more complex, monoliths often evolve into tightly coupled applications that are difficult to scale, maintain, and deploy efficiently.<\/p>\n<p data-start=\"433\" data-end=\"493\">This is where <a href=\"https:\/\/harshad-sonawane.com\/blog\/java-applications-edge-iot-architecture\/\">microservices<\/a> architecture becomes attractive.<\/p>\n<p data-start=\"495\" data-end=\"782\">Migrating from a monolith to microservices is not simply a technical refactoring exercise. It is a large-scale architectural transformation that impacts development workflows, infrastructure, deployment pipelines, organizational structure, monitoring, security, and operational maturity.<\/p>\n<p data-start=\"784\" data-end=\"1160\">In this blog, we will explore a practical migration blueprint for transforming monolithic applications into scalable microservices using <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/audit-logging-in-java-microservices-techniques-and-compliance-tips\/\">Spring Boot<\/a><\/span><\/span> and modern cloud-native practices. We will cover migration strategies, domain decomposition, data separation, communication patterns, deployment pipelines, observability, and production best practices.<\/p>\n<hr data-start=\"1162\" data-end=\"1165\" \/>\n<h1 data-section-id=\"1a2arwn\" data-start=\"1167\" data-end=\"1206\">Understanding Monolithic Architecture<\/h1>\n<p data-start=\"1208\" data-end=\"1291\">A monolith is an application where all modules operate as a single deployable unit.<\/p>\n<p data-start=\"1293\" data-end=\"1320\">Typical components include:<\/p>\n<ul data-start=\"1322\" data-end=\"1407\">\n<li data-section-id=\"oovluy\" data-start=\"1322\" data-end=\"1339\">User management<\/li>\n<li data-section-id=\"194qc3l\" data-start=\"1340\" data-end=\"1350\">Payments<\/li>\n<li data-section-id=\"1rrj20y\" data-start=\"1351\" data-end=\"1362\">Inventory<\/li>\n<li data-section-id=\"14ngrpy\" data-start=\"1363\" data-end=\"1378\">Notifications<\/li>\n<li data-section-id=\"1gco02u\" data-start=\"1379\" data-end=\"1390\">Reporting<\/li>\n<li data-section-id=\"1jh5sy0\" data-start=\"1391\" data-end=\"1407\">Authentication<\/li>\n<\/ul>\n<p data-start=\"1409\" data-end=\"1433\">All these modules share:<\/p>\n<ul data-start=\"1435\" data-end=\"1490\">\n<li data-section-id=\"errg9g\" data-start=\"1435\" data-end=\"1449\">One codebase<\/li>\n<li data-section-id=\"vjzfah\" data-start=\"1450\" data-end=\"1464\">One database<\/li>\n<li data-section-id=\"1wfyz6f\" data-start=\"1465\" data-end=\"1490\">One deployment pipeline<\/li>\n<\/ul>\n<hr data-start=\"1492\" data-end=\"1495\" \/>\n<h1 data-section-id=\"pnpl91\" data-start=\"1497\" data-end=\"1522\">Problems with Monoliths<\/h1>\n<p data-start=\"1524\" data-end=\"1603\">Monoliths work well initially, but several issues emerge as applications scale.<\/p>\n<hr data-start=\"1605\" data-end=\"1608\" \/>\n<h1 data-section-id=\"1s0zjdn\" data-start=\"1610\" data-end=\"1634\">Slow Deployment Cycles<\/h1>\n<p data-start=\"1636\" data-end=\"1695\">A small change requires redeploying the entire application.<\/p>\n<hr data-start=\"1697\" data-end=\"1700\" \/>\n<h1 data-section-id=\"1f9mcqt\" data-start=\"1702\" data-end=\"1718\">Tight Coupling<\/h1>\n<p data-start=\"1720\" data-end=\"1766\">Modules become highly dependent on each other.<\/p>\n<hr data-start=\"1768\" data-end=\"1771\" \/>\n<h1 data-section-id=\"5lm2bv\" data-start=\"1773\" data-end=\"1793\">Scaling Challenges<\/h1>\n<p data-start=\"1795\" data-end=\"1878\">Entire applications must scale even when only one module experiences heavy traffic.<\/p>\n<hr data-start=\"1880\" data-end=\"1883\" \/>\n<h1 data-section-id=\"1nz0mm3\" data-start=\"1885\" data-end=\"1909\">Technology Limitations<\/h1>\n<p data-start=\"1911\" data-end=\"1966\">Adopting new frameworks or languages becomes difficult.<\/p>\n<hr data-start=\"1968\" data-end=\"1971\" \/>\n<h1 data-section-id=\"1pmf6dr\" data-start=\"1973\" data-end=\"2000\">Reduced Team Productivity<\/h1>\n<p data-start=\"2002\" data-end=\"2055\">Large codebases slow down development and onboarding.<\/p>\n<hr data-start=\"2057\" data-end=\"2060\" \/>\n<h1 data-section-id=\"wd8mjv\" data-start=\"2062\" data-end=\"2082\">Why Microservices?<\/h1>\n<p data-start=\"2084\" data-end=\"2156\">Microservices break applications into independently deployable services.<\/p>\n<p data-start=\"2158\" data-end=\"2171\">Each service:<\/p>\n<ul data-start=\"2173\" data-end=\"2291\">\n<li data-section-id=\"t48vx1\" data-start=\"2173\" data-end=\"2203\">Owns its business capability<\/li>\n<li data-section-id=\"untiwd\" data-start=\"2204\" data-end=\"2232\">Has independent deployment<\/li>\n<li data-section-id=\"yzq2r0\" data-start=\"2233\" data-end=\"2255\">Can scale separately<\/li>\n<li data-section-id=\"1n5oyu4\" data-start=\"2256\" data-end=\"2291\">Maintains isolated data ownership<\/li>\n<\/ul>\n<hr data-start=\"2293\" data-end=\"2296\" \/>\n<h1 data-section-id=\"wx0c5b\" data-start=\"2298\" data-end=\"2325\">Benefits of Microservices<\/h1>\n<h2 data-section-id=\"1pm7psu\" data-start=\"2327\" data-end=\"2349\">Independent Scaling<\/h2>\n<p data-start=\"2351\" data-end=\"2392\">High-traffic services scale individually.<\/p>\n<h2 data-section-id=\"1ye6hy0\" data-start=\"2394\" data-end=\"2415\">Faster Deployments<\/h2>\n<p data-start=\"2417\" data-end=\"2453\">Teams deploy services independently.<\/p>\n<h2 data-section-id=\"ass4uz\" data-start=\"2455\" data-end=\"2480\">Better Fault Isolation<\/h2>\n<p data-start=\"2482\" data-end=\"2528\">Failures remain isolated to specific services.<\/p>\n<h2 data-section-id=\"uby0ce\" data-start=\"2530\" data-end=\"2555\">Technology Flexibility<\/h2>\n<p data-start=\"2557\" data-end=\"2607\">Different services can use different technologies.<\/p>\n<h2 data-section-id=\"1x8fiik\" data-start=\"2609\" data-end=\"2634\">Improved Team Autonomy<\/h2>\n<p data-start=\"2636\" data-end=\"2669\">Teams own services independently.<\/p>\n<hr data-start=\"2671\" data-end=\"2674\" \/>\n<h1 data-section-id=\"pbn96u\" data-start=\"2676\" data-end=\"2702\">Migration Misconceptions<\/h1>\n<p data-start=\"2704\" data-end=\"2776\">Many organizations fail because they attempt a full rewrite immediately.<\/p>\n<p data-start=\"2778\" data-end=\"2804\">A successful migration is:<\/p>\n<ul data-start=\"2806\" data-end=\"2875\">\n<li data-section-id=\"1kwhjl0\" data-start=\"2806\" data-end=\"2819\">Incremental<\/li>\n<li data-section-id=\"1odnu0y\" data-start=\"2820\" data-end=\"2832\">Controlled<\/li>\n<li data-section-id=\"onb65d\" data-start=\"2833\" data-end=\"2850\">Business-driven<\/li>\n<li data-section-id=\"pjmrul\" data-start=\"2851\" data-end=\"2863\">Observable<\/li>\n<li data-section-id=\"3jxha\" data-start=\"2864\" data-end=\"2875\">Automated<\/li>\n<\/ul>\n<p data-start=\"2877\" data-end=\"2919\">Avoid big-bang rewrites whenever possible.<\/p>\n<hr data-start=\"2921\" data-end=\"2924\" \/>\n<h1 data-section-id=\"1igtzmu\" data-start=\"2926\" data-end=\"2956\">Migration Blueprint Overview<\/h1>\n<p data-start=\"2958\" data-end=\"3007\">A practical migration roadmap typically involves:<\/p>\n<ol data-start=\"3009\" data-end=\"3267\">\n<li data-section-id=\"1lbatfa\" data-start=\"3009\" data-end=\"3031\">Monolith assessment<\/li>\n<li data-section-id=\"qgxrj4\" data-start=\"3032\" data-end=\"3055\">Domain decomposition<\/li>\n<li data-section-id=\"1c18ifk\" data-start=\"3056\" data-end=\"3085\">Strangler pattern adoption<\/li>\n<li data-section-id=\"8zuag7\" data-start=\"3086\" data-end=\"3104\">Data separation<\/li>\n<li data-section-id=\"ehzrqe\" data-start=\"3105\" data-end=\"3126\">Service extraction<\/li>\n<li data-section-id=\"1r8zwyl\" data-start=\"3127\" data-end=\"3154\">API gateway introduction<\/li>\n<li data-section-id=\"13h2l7l\" data-start=\"3155\" data-end=\"3182\">Event-driven integration<\/li>\n<li data-section-id=\"1adkotc\" data-start=\"3183\" data-end=\"3205\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/technical-debt-assessment-legacy-java-systems\/\">CI\/CD<\/a> modernization<\/li>\n<li data-section-id=\"18ge58d\" data-start=\"3206\" data-end=\"3237\">Observability implementation<\/li>\n<li data-section-id=\"exnpnn\" data-start=\"3238\" data-end=\"3267\">Gradual traffic migration<\/li>\n<\/ol>\n<hr data-start=\"3269\" data-end=\"3272\" \/>\n<h1 data-section-id=\"7qiefi\" data-start=\"3274\" data-end=\"3292\">Technology Stack<\/h1>\n<p data-start=\"3294\" data-end=\"3336\">For this migration blueprint, we will use:<\/p>\n<ul data-start=\"3338\" data-end=\"3570\">\n<li data-section-id=\"2kc2rb\" data-start=\"3338\" data-end=\"3347\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/reduce-cloud-costs-java-applications\/\">Java<\/a> 21<\/li>\n<li data-section-id=\"lyf7sl\" data-start=\"3348\" data-end=\"3387\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Spring Boot<\/span><\/span><\/li>\n<li data-section-id=\"wlg39x\" data-start=\"3388\" data-end=\"3427\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Apache <a href=\"https:\/\/harshad-sonawane.com\/blog\/building-real-time-applications-java-architecture-frameworks\/\">Kafka<\/a><\/span><\/span><\/li>\n<li data-section-id=\"1etlrsl\" data-start=\"3428\" data-end=\"3467\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/building-multi-region-spring-boot-systems-for-global-availability\/\">Kubernetes<\/a><\/span><\/span><\/li>\n<li data-section-id=\"1fetjdh\" data-start=\"3468\" data-end=\"3507\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">PostgreSQL<\/span><\/span><\/li>\n<li data-section-id=\"1u6gra4\" data-start=\"3508\" data-end=\"3516\">Docker<\/li>\n<li data-section-id=\"a7t8xc\" data-start=\"3517\" data-end=\"3539\">Spring Cloud Gateway<\/li>\n<li data-section-id=\"179h5y9\" data-start=\"3540\" data-end=\"3547\">Redis<\/li>\n<li data-section-id=\"961ble\" data-start=\"3548\" data-end=\"3560\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/monitoring-java-applications-prometheus-grafana-kubernetes\/\">Prometheus<\/a><\/li>\n<li data-section-id=\"wkmoms\" data-start=\"3561\" data-end=\"3570\">Grafana<\/li>\n<\/ul>\n<hr data-start=\"3572\" data-end=\"3575\" \/>\n<h1 data-section-id=\"1bjjw97\" data-start=\"3577\" data-end=\"3615\">Step 1: Assess the Existing Monolith<\/h1>\n<p data-start=\"3617\" data-end=\"3686\">Before extracting services, understand the current system thoroughly.<\/p>\n<p data-start=\"3688\" data-end=\"3696\">Analyze:<\/p>\n<ul data-start=\"3698\" data-end=\"3834\">\n<li data-section-id=\"izm9b1\" data-start=\"3698\" data-end=\"3716\">Business domains<\/li>\n<li data-section-id=\"17c2xtn\" data-start=\"3717\" data-end=\"3738\">Module dependencies<\/li>\n<li data-section-id=\"x4oi1m\" data-start=\"3739\" data-end=\"3763\">Database relationships<\/li>\n<li data-section-id=\"1v1alqc\" data-start=\"3764\" data-end=\"3789\">Performance bottlenecks<\/li>\n<li data-section-id=\"3wdcad\" data-start=\"3790\" data-end=\"3812\">Deployment frequency<\/li>\n<li data-section-id=\"1qn6yby\" data-start=\"3813\" data-end=\"3834\">Scaling limitations<\/li>\n<\/ul>\n<hr data-start=\"3836\" data-end=\"3839\" \/>\n<h1 data-section-id=\"1yqb5ao\" data-start=\"3841\" data-end=\"3864\">Build Dependency Maps<\/h1>\n<p data-start=\"3866\" data-end=\"3904\">Dependency visualization is essential.<\/p>\n<p data-start=\"3906\" data-end=\"3915\">Identify:<\/p>\n<ul data-start=\"3917\" data-end=\"4008\">\n<li data-section-id=\"97j308\" data-start=\"3917\" data-end=\"3935\">Shared libraries<\/li>\n<li data-section-id=\"e0oxgx\" data-start=\"3936\" data-end=\"3959\">Tight module coupling<\/li>\n<li data-section-id=\"y6rceo\" data-start=\"3960\" data-end=\"3983\">Circular dependencies<\/li>\n<li data-section-id=\"g28pxl\" data-start=\"3984\" data-end=\"4008\">Shared database tables<\/li>\n<\/ul>\n<p data-start=\"4010\" data-end=\"4021\">Tools like:<\/p>\n<ul data-start=\"4023\" data-end=\"4055\">\n<li data-section-id=\"rk5j8q\" data-start=\"4023\" data-end=\"4034\">SonarQube<\/li>\n<li data-section-id=\"iw1s3a\" data-start=\"4035\" data-end=\"4045\">ArchUnit<\/li>\n<li data-section-id=\"ow4efw\" data-start=\"4046\" data-end=\"4055\">JDepend<\/li>\n<\/ul>\n<p data-start=\"4057\" data-end=\"4098\">can help analyze architecture complexity.<\/p>\n<hr data-start=\"4100\" data-end=\"4103\" \/>\n<h1 data-section-id=\"15141yf\" data-start=\"4105\" data-end=\"4140\">Step 2: Identify Bounded Contexts<\/h1>\n<p data-start=\"4142\" data-end=\"4209\">Use Domain-Driven Design principles to identify service boundaries.<\/p>\n<p data-start=\"4211\" data-end=\"4220\">Examples:<\/p>\n<ul data-start=\"4222\" data-end=\"4313\">\n<li data-section-id=\"1w1cnac\" data-start=\"4222\" data-end=\"4236\">User Service<\/li>\n<li data-section-id=\"35ykcb\" data-start=\"4237\" data-end=\"4252\">Order Service<\/li>\n<li data-section-id=\"7z7l8f\" data-start=\"4253\" data-end=\"4272\">Inventory Service<\/li>\n<li data-section-id=\"1djk6a7\" data-start=\"4273\" data-end=\"4290\">Payment Service<\/li>\n<li data-section-id=\"ks2s3c\" data-start=\"4291\" data-end=\"4313\">Notification Service<\/li>\n<\/ul>\n<p data-start=\"4315\" data-end=\"4373\">Avoid splitting services based purely on technical layers.<\/p>\n<p data-start=\"4375\" data-end=\"4387\">Bad example:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Controller Service<\/span>\r\n<span>Database Service<\/span>\r\n<span>Utility Service<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-start=\"4466\" data-end=\"4479\">Good example:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Order Service<\/span>\r\n<span>Payment Service<\/span>\r\n<span>Shipping Service<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"4553\" data-end=\"4556\" \/>\n<h1 data-section-id=\"11ndsty\" data-start=\"4558\" data-end=\"4599\">Step 3: Apply the Strangler Fig Pattern<\/h1>\n<p data-start=\"4601\" data-end=\"4649\">The Strangler Pattern enables gradual migration.<\/p>\n<p data-start=\"4651\" data-end=\"4697\">Instead of replacing the monolith immediately:<\/p>\n<ol data-start=\"4699\" data-end=\"4819\">\n<li data-section-id=\"tofe63\" data-start=\"4699\" data-end=\"4743\">New functionality goes into microservices<\/li>\n<li data-section-id=\"1gkxoys\" data-start=\"4744\" data-end=\"4787\">Existing modules are extracted gradually<\/li>\n<li data-section-id=\"4dmebj\" data-start=\"4788\" data-end=\"4819\">Traffic shifts incrementally<\/li>\n<\/ol>\n<p data-start=\"4821\" data-end=\"4851\">This minimizes migration risk.<\/p>\n<hr data-start=\"4853\" data-end=\"4856\" \/>\n<h1 data-section-id=\"113oo40\" data-start=\"4858\" data-end=\"4882\">Example Migration Flow<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Client<\/span>\r\n<span>   \u2193<\/span>\r\n<span>API Gateway<\/span>\r\n<span>   \u2193<\/span>\r\n<span>Monolith + New Microservices<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-start=\"4967\" data-end=\"5011\">Over time, monolith responsibilities shrink.<\/p>\n<hr data-start=\"5013\" data-end=\"5016\" \/>\n<h1 data-section-id=\"13ewxgs\" data-start=\"5018\" data-end=\"5052\">Step 4: Introduce an API Gateway<\/h1>\n<p data-start=\"5054\" data-end=\"5102\">An API Gateway centralizes routing and security.<\/p>\n<p data-start=\"5104\" data-end=\"5124\">Recommended gateway:<\/p>\n<ul data-start=\"5126\" data-end=\"5165\">\n<li data-section-id=\"16uh11\" data-start=\"5126\" data-end=\"5165\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Spring Cloud Gateway<\/span><\/span><\/li>\n<\/ul>\n<p data-start=\"5167\" data-end=\"5192\">Responsibilities include:<\/p>\n<ul data-start=\"5194\" data-end=\"5297\">\n<li data-section-id=\"1jh5sy0\" data-start=\"5194\" data-end=\"5210\">Authentication<\/li>\n<li data-section-id=\"f1p1nj\" data-start=\"5211\" data-end=\"5226\">Rate limiting<\/li>\n<li data-section-id=\"n7gzdx\" data-start=\"5227\" data-end=\"5244\">Request routing<\/li>\n<li data-section-id=\"vf3168\" data-start=\"5245\" data-end=\"5262\">SSL termination<\/li>\n<li data-section-id=\"jqae90\" data-start=\"5263\" data-end=\"5275\">Monitoring<\/li>\n<li data-section-id=\"ufc6wl\" data-start=\"5276\" data-end=\"5297\">Request aggregation<\/li>\n<\/ul>\n<hr data-start=\"5299\" data-end=\"5302\" \/>\n<h1 data-section-id=\"xasy7q\" data-start=\"5304\" data-end=\"5334\">Spring Cloud Gateway Example<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>spring:<\/span>\r\n<span>  cloud:<\/span>\r\n<span>    gateway:<\/span>\r\n<span>      routes:<\/span>\r\n<span>        - id: order-service<\/span>\r\n<span>          uri: http:\/\/order-service<\/span>\r\n<span>          predicates:<\/span>\r\n<span>            - Path=\/orders\/**<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"5521\" data-end=\"5524\" \/>\n<h1 data-section-id=\"1ffdlma\" data-start=\"5526\" data-end=\"5566\">Step 5: Extract the First Microservice<\/h1>\n<p data-start=\"5568\" data-end=\"5603\">Choose a low-risk module initially.<\/p>\n<p data-start=\"5605\" data-end=\"5621\">Good candidates:<\/p>\n<ul data-start=\"5623\" data-end=\"5681\">\n<li data-section-id=\"ks2s3c\" data-start=\"5623\" data-end=\"5645\">Notification Service<\/li>\n<li data-section-id=\"euuot5\" data-start=\"5646\" data-end=\"5661\">Email Service<\/li>\n<li data-section-id=\"86xcd7\" data-start=\"5662\" data-end=\"5681\">Reporting Service<\/li>\n<\/ul>\n<p data-start=\"5683\" data-end=\"5729\">Avoid extracting highly coupled modules first.<\/p>\n<hr data-start=\"5731\" data-end=\"5734\" \/>\n<h1 data-section-id=\"16v19z2\" data-start=\"5736\" data-end=\"5766\">Example Notification Service<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>@<\/span><span class=\"\u037cm\">RestController<\/span>\r\n<span>@<\/span><span class=\"\u037cm\">RequestMapping<\/span><span>(<\/span><span class=\"\u037ck\">\"\/notifications\"<\/span><span>)<\/span>\r\n<span class=\"\u037cg\">public<\/span><span> <\/span><span class=\"\u037cg\">class<\/span><span> <\/span><span class=\"\u037cm\">NotificationController<\/span><span> {<\/span>\r\n\r\n<span>    @<\/span><span class=\"\u037cm\">PostMapping<\/span>\r\n<span>    <\/span><span class=\"\u037cg\">public<\/span><span> <\/span><span class=\"\u037cm\">String<\/span><span> <\/span><span class=\"\u037cm\">sendNotification<\/span><span>() {<\/span>\r\n\r\n<span>        <\/span><span class=\"\u037cg\">return<\/span><span> <\/span><span class=\"\u037ck\">\"Notification sent\"<\/span><span>;<\/span>\r\n<span>    }<\/span>\r\n<span>}<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"5984\" data-end=\"5987\" \/>\n<h1 data-section-id=\"1mg58x7\" data-start=\"5989\" data-end=\"6017\">Step 6: Separate Databases<\/h1>\n<p data-start=\"6019\" data-end=\"6084\">Database separation is one of the most important migration steps.<\/p>\n<p data-start=\"6086\" data-end=\"6128\">Each microservice should own its database.<\/p>\n<p data-start=\"6130\" data-end=\"6136\">Avoid:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Shared database across services<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-start=\"6195\" data-end=\"6203\">Instead:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Order Service -&gt; Order DB<\/span>\r\n<span>User Service -&gt; User DB<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"6280\" data-end=\"6283\" \/>\n<h1 data-section-id=\"16og36z\" data-start=\"6285\" data-end=\"6319\">Challenges with Shared Databases<\/h1>\n<p data-start=\"6321\" data-end=\"6345\">Shared databases create:<\/p>\n<ul data-start=\"6347\" data-end=\"6436\">\n<li data-section-id=\"1fgmzcb\" data-start=\"6347\" data-end=\"6363\">Tight coupling<\/li>\n<li data-section-id=\"1yhc56m\" data-start=\"6364\" data-end=\"6389\">Deployment coordination<\/li>\n<li data-section-id=\"ido688\" data-start=\"6390\" data-end=\"6414\">Transaction complexity<\/li>\n<li data-section-id=\"1s74ny9\" data-start=\"6415\" data-end=\"6436\">Ownership confusion<\/li>\n<\/ul>\n<hr data-start=\"6438\" data-end=\"6441\" \/>\n<h1 data-section-id=\"185dmr\" data-start=\"6443\" data-end=\"6489\">Step 7: Introduce Event-Driven Communication<\/h1>\n<p data-start=\"6491\" data-end=\"6546\">Synchronous REST calls alone create tight dependencies.<\/p>\n<p data-start=\"6548\" data-end=\"6586\">Use events for asynchronous workflows.<\/p>\n<p data-start=\"6588\" data-end=\"6607\">Recommended broker:<\/p>\n<ul data-start=\"6609\" data-end=\"6648\">\n<li data-section-id=\"btvcid\" data-start=\"6609\" data-end=\"6648\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Apache Kafka<\/span><\/span><\/li>\n<\/ul>\n<p data-start=\"6650\" data-end=\"6658\">Example:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Order Created Event<\/span>\r\n<span>\u2193<\/span>\r\n<span>Inventory Service<\/span>\r\n<span>\u2193<\/span>\r\n<span>Notification Service<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"6748\" data-end=\"6751\" \/>\n<h1 data-section-id=\"1lvlz9c\" data-start=\"6753\" data-end=\"6777\">Kafka Producer Example<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>@<\/span><span class=\"\u037cm\">Service<\/span>\r\n<span class=\"\u037cg\">public<\/span><span> <\/span><span class=\"\u037cg\">class<\/span><span> <\/span><span class=\"\u037cm\">OrderProducer<\/span><span> {<\/span>\r\n\r\n<span>    @<\/span><span class=\"\u037cm\">Autowired<\/span>\r\n<span>    <\/span><span class=\"\u037cg\">private<\/span><span> <\/span><span class=\"\u037cm\">KafkaTemplate<\/span><span>&lt;<\/span><span class=\"\u037cm\">String<\/span><span>, <\/span><span class=\"\u037cm\">String<\/span><span>&gt; <\/span><span class=\"\u037cm\">kafkaTemplate<\/span><span>;<\/span>\r\n\r\n<span>    <\/span><span class=\"\u037cg\">public<\/span><span> <\/span><span class=\"\u037cg\">void<\/span><span> <\/span><span class=\"\u037cm\">publishOrder<\/span><span>(<\/span><span class=\"\u037cm\">String<\/span><span> <\/span><span class=\"\u037cm\">order<\/span><span>) {<\/span>\r\n\r\n<span>        <\/span><span class=\"\u037cm\">kafkaTemplate<\/span><span class=\"\u037cg\">.<\/span><span class=\"\u037cm\">send<\/span><span>(<\/span>\r\n<span>                <\/span><span class=\"\u037ck\">\"orders\"<\/span><span>,<\/span>\r\n<span>                <\/span><span class=\"\u037cm\">order<\/span>\r\n<span>        );<\/span>\r\n<span>    }<\/span>\r\n<span>}<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"7057\" data-end=\"7060\" \/>\n<h1 data-section-id=\"11a0ary\" data-start=\"7062\" data-end=\"7099\">Step 8: Implement Service Discovery<\/h1>\n<p data-start=\"7101\" data-end=\"7148\">Dynamic environments require service discovery.<\/p>\n<p data-start=\"7150\" data-end=\"7168\">Popular solutions:<\/p>\n<ul data-start=\"7170\" data-end=\"7235\">\n<li data-section-id=\"u21111\" data-start=\"7170\" data-end=\"7209\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Eureka<\/span><\/span><\/li>\n<li data-section-id=\"1uwp9fk\" data-start=\"7210\" data-end=\"7218\">Consul<\/li>\n<li data-section-id=\"12m4z9v\" data-start=\"7219\" data-end=\"7235\">Kubernetes DNS<\/li>\n<\/ul>\n<hr data-start=\"7237\" data-end=\"7240\" \/>\n<h1 data-section-id=\"geumwq\" data-start=\"7242\" data-end=\"7265\">Eureka Client Example<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>eureka:<\/span>\r\n<span>  client:<\/span>\r\n<span>    service-url:<\/span>\r\n<span>      defaultZone:<\/span>\r\n<span>        http:\/\/localhost:8761\/eureka\/<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"7384\" data-end=\"7387\" \/>\n<h1 data-section-id=\"11j7rm0\" data-start=\"7389\" data-end=\"7420\">Step 9: Containerize Services<\/h1>\n<p data-start=\"7422\" data-end=\"7454\">Docker standardizes deployments.<\/p>\n<hr data-start=\"7456\" data-end=\"7459\" \/>\n<h1 data-section-id=\"1q767do\" data-start=\"7461\" data-end=\"7481\">Dockerfile Example<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span class=\"\u037cg\">FROM<\/span><span> eclipse-temurin:21<\/span>\r\n\r\n<span class=\"\u037cg\">COPY<\/span><span> target\/app.jar app.jar<\/span>\r\n\r\n<span class=\"\u037cg\">ENTRYPOINT<\/span><span> [<\/span><span class=\"\u037ck\">\"java\"<\/span><span>,<\/span><span class=\"\u037ck\">\"-jar\"<\/span><span>,<\/span><span class=\"\u037ck\">\"\/app.jar\"<\/span><span>]<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"7606\" data-end=\"7609\" \/>\n<h1 data-section-id=\"1y8g43r\" data-start=\"7611\" data-end=\"7642\">Step 10: Deploy on Kubernetes<\/h1>\n<p data-start=\"7644\" data-end=\"7719\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Kubernetes<\/span><\/span> simplifies scaling and orchestration.<\/p>\n<hr data-start=\"7721\" data-end=\"7724\" \/>\n<h1 data-section-id=\"14yd7g5\" data-start=\"7726\" data-end=\"7757\">Kubernetes Deployment Example<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>apiVersion: apps\/v1<\/span>\r\n<span>kind: Deployment<\/span>\r\n\r\n<span>metadata:<\/span>\r\n<span>  name: order-service<\/span>\r\n\r\n<span>spec:<\/span>\r\n<span>  replicas: 3<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"7875\" data-end=\"7878\" \/>\n<h1 data-section-id=\"of4xi4\" data-start=\"7880\" data-end=\"7914\">Step 11: Implement Observability<\/h1>\n<p data-start=\"7916\" data-end=\"7962\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/eventual-consistency-distributed-java-systems\/\">Distributed systems<\/a> require strong monitoring.<\/p>\n<p data-start=\"7964\" data-end=\"7985\">Essential components:<\/p>\n<ul data-start=\"7987\" data-end=\"8025\">\n<li data-section-id=\"1j3uj27\" data-start=\"7987\" data-end=\"7993\">Logs<\/li>\n<li data-section-id=\"us86nz\" data-start=\"7994\" data-end=\"8003\">Metrics<\/li>\n<li data-section-id=\"1wjji1r\" data-start=\"8004\" data-end=\"8025\">Distributed tracing<\/li>\n<\/ul>\n<p data-start=\"8027\" data-end=\"8045\">Recommended tools:<\/p>\n<ul data-start=\"8047\" data-end=\"8170\">\n<li data-section-id=\"4w1vzp\" data-start=\"8047\" data-end=\"8086\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Prometheus<\/span><\/span><\/li>\n<li data-section-id=\"yuzy45\" data-start=\"8087\" data-end=\"8128\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Grafana<\/span><\/span><\/li>\n<li data-section-id=\"1flqygl\" data-start=\"8129\" data-end=\"8170\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Jaeger<\/span><\/span><\/li>\n<\/ul>\n<hr data-start=\"8172\" data-end=\"8175\" \/>\n<h1 data-section-id=\"l6yk1\" data-start=\"8177\" data-end=\"8198\">Distributed Tracing<\/h1>\n<p data-start=\"8200\" data-end=\"8243\">Tracing helps debug cross-service requests.<\/p>\n<p data-start=\"8245\" data-end=\"8266\">Example request flow:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Gateway \u2192 Order Service \u2192 Payment Service \u2192 Inventory Service<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-start=\"8355\" data-end=\"8399\">Tracing visualizes the entire request chain.<\/p>\n<hr data-start=\"8401\" data-end=\"8404\" \/>\n<h1 data-section-id=\"17mfv5v\" data-start=\"8406\" data-end=\"8448\">Step 12: Handle Distributed Transactions<\/h1>\n<p data-start=\"8450\" data-end=\"8516\">Microservices cannot rely on traditional ACID transactions easily.<\/p>\n<p data-start=\"8518\" data-end=\"8541\">Recommended approaches:<\/p>\n<ul data-start=\"8543\" data-end=\"8606\">\n<li data-section-id=\"ndysb8\" data-start=\"8543\" data-end=\"8557\">Saga Pattern<\/li>\n<li data-section-id=\"1ik0y25\" data-start=\"8558\" data-end=\"8578\">Event choreography<\/li>\n<li data-section-id=\"8ab6x7\" data-start=\"8579\" data-end=\"8606\">Compensation transactions<\/li>\n<\/ul>\n<p data-start=\"8608\" data-end=\"8662\">Avoid distributed two-phase commits whenever possible.<\/p>\n<hr data-start=\"8664\" data-end=\"8667\" \/>\n<h1 data-section-id=\"ue8nt5\" data-start=\"8669\" data-end=\"8692\">Example Saga Workflow<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>Create Order<\/span>\r\n<span>\u2193<\/span>\r\n<span>Reserve Inventory<\/span>\r\n<span>\u2193<\/span>\r\n<span>Process Payment<\/span>\r\n<span>\u2193<\/span>\r\n<span>Confirm Shipment<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-start=\"8789\" data-end=\"8822\">Failures trigger rollback events.<\/p>\n<hr data-start=\"8824\" data-end=\"8827\" \/>\n<h1 data-section-id=\"7te7st\" data-start=\"8829\" data-end=\"8869\">Step 13: Implement Resilience Patterns<\/h1>\n<p data-start=\"8871\" data-end=\"8907\">Distributed systems fail frequently.<\/p>\n<p data-start=\"8909\" data-end=\"8938\">Use resilience patterns like:<\/p>\n<ul data-start=\"8940\" data-end=\"8991\">\n<li data-section-id=\"wgbb28\" data-start=\"8940\" data-end=\"8958\">Circuit breakers<\/li>\n<li data-section-id=\"jvng86\" data-start=\"8959\" data-end=\"8968\">Retries<\/li>\n<li data-section-id=\"16qqh6r\" data-start=\"8969\" data-end=\"8980\">Bulkheads<\/li>\n<li data-section-id=\"cdezk0\" data-start=\"8981\" data-end=\"8991\">Timeouts<\/li>\n<\/ul>\n<p data-start=\"8993\" data-end=\"9013\">Recommended library:<\/p>\n<ul data-start=\"9015\" data-end=\"9056\">\n<li data-section-id=\"rwywvp\" data-start=\"9015\" data-end=\"9056\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Resilience4j<\/span><\/span><\/li>\n<\/ul>\n<hr data-start=\"9058\" data-end=\"9061\" \/>\n<h1 data-section-id=\"1jjsdkl\" data-start=\"9063\" data-end=\"9088\">Circuit Breaker Example<\/h1>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute inset-x-4 top-12 bottom-4\">\n<div class=\"pointer-events-none sticky z-40 shrink-0 z-1!\">\n<div class=\"sticky bg-token-border-light\"><\/div>\n<\/div>\n<\/div>\n<div class=\"relative\">\n<div class=\"\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>@<\/span><span class=\"\u037cm\">CircuitBreaker<\/span><span>(<\/span><span class=\"\u037cm\">name<\/span><span> <\/span><span class=\"\u037cg\">=<\/span><span> <\/span><span class=\"\u037ck\">\"paymentService\"<\/span><span>)<\/span>\r\n<span class=\"\u037cg\">public<\/span><span> <\/span><span class=\"\u037cm\">PaymentResponse<\/span><span> <\/span><span class=\"\u037cm\">process<\/span><span>() {<\/span>\r\n\r\n<span>    <\/span><span class=\"\u037cg\">return<\/span><span> <\/span><span class=\"\u037cm\">paymentClient<\/span><span class=\"\u037cg\">.<\/span><span class=\"\u037cm\">call<\/span><span>();<\/span>\r\n<span>}<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"9227\" data-end=\"9230\" \/>\n<h1 data-section-id=\"qkuf2g\" data-start=\"9232\" data-end=\"9263\">Step 14: Secure Microservices<\/h1>\n<p data-start=\"9265\" data-end=\"9318\">Security becomes more complex in distributed systems.<\/p>\n<p data-start=\"9320\" data-end=\"9343\">Recommended strategies:<\/p>\n<ul data-start=\"9345\" data-end=\"9410\">\n<li data-section-id=\"1rrwjp9\" data-start=\"9345\" data-end=\"9353\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/two-factor-authentication-java-applications\/\">OAuth2<\/a><\/li>\n<li data-section-id=\"18etji9\" data-start=\"9354\" data-end=\"9374\">JWT authentication<\/li>\n<li data-section-id=\"122nmam\" data-start=\"9375\" data-end=\"9397\">API Gateway security<\/li>\n<li data-section-id=\"4wr4on\" data-start=\"9398\" data-end=\"9410\">Mutual TLS<\/li>\n<\/ul>\n<hr data-start=\"9412\" data-end=\"9415\" \/>\n<h1 data-section-id=\"2biybf\" data-start=\"9417\" data-end=\"9453\">Step 15: Gradually Migrate Traffic<\/h1>\n<p data-start=\"9455\" data-end=\"9504\">Traffic migration should be controlled carefully.<\/p>\n<p data-start=\"9506\" data-end=\"9510\">Use:<\/p>\n<ul data-start=\"9512\" data-end=\"9573\">\n<li data-section-id=\"dyuhac\" data-start=\"9512\" data-end=\"9532\">Canary deployments<\/li>\n<li data-section-id=\"1l7yv4a\" data-start=\"9533\" data-end=\"9557\">Blue-green deployments<\/li>\n<li data-section-id=\"vbb6ar\" data-start=\"9558\" data-end=\"9573\"><a href=\"https:\/\/harshad-sonawane.com\/blog\/how-to-use-feature-flags-in-spring-boot-for-safe-releases\/\">Feature flags<\/a><\/li>\n<\/ul>\n<p data-start=\"9575\" data-end=\"9583\">Example:<\/p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse\/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse\/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"pointer-events-none absolute end-1.5 top-1 z-2 md:end-2 md:top-1\"><\/div>\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div id=\"code-block-viewer\" dir=\"ltr\" class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cd \u037cr\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code><span>10% traffic \u2192 New service<\/span>\r\n<span>90% traffic \u2192 Monolith<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p data-start=\"9659\" data-end=\"9695\">Increase gradually after validation.<\/p>\n<hr data-start=\"9697\" data-end=\"9700\" \/>\n<h1 data-section-id=\"eo45xz\" data-start=\"9702\" data-end=\"9731\">Common Migration Challenges<\/h1>\n<hr data-start=\"9733\" data-end=\"9736\" \/>\n<h1 data-section-id=\"1g6n9ng\" data-start=\"9738\" data-end=\"9758\">Over-Decomposition<\/h1>\n<p data-start=\"9760\" data-end=\"9803\">Too many tiny services increase complexity.<\/p>\n<hr data-start=\"9805\" data-end=\"9808\" \/>\n<h1 data-section-id=\"14du1vo\" data-start=\"9810\" data-end=\"9832\">Data Synchronization<\/h1>\n<p data-start=\"9834\" data-end=\"9874\">Migrating shared databases is difficult.<\/p>\n<hr data-start=\"9876\" data-end=\"9879\" \/>\n<h1 data-section-id=\"74jvoa\" data-start=\"9881\" data-end=\"9915\">Increased Operational Complexity<\/h1>\n<p data-start=\"9917\" data-end=\"9966\">Microservices require mature <a href=\"https:\/\/harshad-sonawane.com\/blog\/secrets-rotation-strategies-in-spring-boot-with-aws-gcp-azure\/\">DevOps<\/a> capabilities.<\/p>\n<hr data-start=\"9968\" data-end=\"9971\" \/>\n<h1 data-section-id=\"11u1jqb\" data-start=\"9973\" data-end=\"9996\">Distributed Debugging<\/h1>\n<p data-start=\"9998\" data-end=\"10044\">Tracing issues across services becomes harder.<\/p>\n<hr data-start=\"10046\" data-end=\"10049\" \/>\n<h1 data-section-id=\"7wxwej\" data-start=\"10051\" data-end=\"10067\">Team Readiness<\/h1>\n<p data-start=\"10069\" data-end=\"10115\">Microservices require organizational maturity.<\/p>\n<hr data-start=\"10117\" data-end=\"10120\" \/>\n<h1 data-section-id=\"1a8df2\" data-start=\"10122\" data-end=\"10138\">Best Practices<\/h1>\n<h2 data-section-id=\"7conbu\" data-start=\"10140\" data-end=\"10154\">Start Small<\/h2>\n<p data-start=\"10156\" data-end=\"10188\">Extract low-risk services first.<\/p>\n<h2 data-section-id=\"peszme\" data-start=\"10190\" data-end=\"10212\">Automate Everything<\/h2>\n<p data-start=\"10214\" data-end=\"10264\">CI\/CD and infrastructure automation are essential.<\/p>\n<h2 data-section-id=\"13x7xva\" data-start=\"10266\" data-end=\"10297\">Focus on Observability Early<\/h2>\n<p data-start=\"10299\" data-end=\"10333\">Monitoring should not be optional.<\/p>\n<h2 data-section-id=\"102fum0\" data-start=\"10335\" data-end=\"10367\">Keep APIs Backward Compatible<\/h2>\n<p data-start=\"10369\" data-end=\"10394\">Avoid breaking consumers.<\/p>\n<h2 data-section-id=\"1qor7sc\" data-start=\"10396\" data-end=\"10427\">Avoid Premature Optimization<\/h2>\n<p data-start=\"10429\" data-end=\"10465\">Do not over-engineer early services.<\/p>\n<hr data-start=\"10467\" data-end=\"10470\" \/>\n<h1 data-section-id=\"1efetmx\" data-start=\"10472\" data-end=\"10515\">When Should You Migrate to Microservices?<\/h1>\n<p data-start=\"10517\" data-end=\"10549\">Microservices are valuable when:<\/p>\n<ul data-start=\"10551\" data-end=\"10699\">\n<li data-section-id=\"19z5rra\" data-start=\"10551\" data-end=\"10578\">Teams are growing rapidly<\/li>\n<li data-section-id=\"143jvtq\" data-start=\"10579\" data-end=\"10605\">Deployment speed matters<\/li>\n<li data-section-id=\"1showzk\" data-start=\"10606\" data-end=\"10639\">Independent scaling is required<\/li>\n<li data-section-id=\"10s890f\" data-start=\"10640\" data-end=\"10668\">Systems are highly modular<\/li>\n<li data-section-id=\"1s7hzf\" data-start=\"10669\" data-end=\"10699\">Business domains are complex<\/li>\n<\/ul>\n<p data-start=\"10701\" data-end=\"10722\">Avoid migration when:<\/p>\n<ul data-start=\"10724\" data-end=\"10849\">\n<li data-section-id=\"yytuu4\" data-start=\"10724\" data-end=\"10763\">The monolith is stable and manageable<\/li>\n<li data-section-id=\"3l4ol\" data-start=\"10764\" data-end=\"10784\">Team size is small<\/li>\n<li data-section-id=\"1sqtqud\" data-start=\"10785\" data-end=\"10814\">Operational maturity is low<\/li>\n<li data-section-id=\"11ds23w\" data-start=\"10815\" data-end=\"10849\">Scaling requirements are minimal<\/li>\n<\/ul>\n<hr data-start=\"10851\" data-end=\"10854\" \/>\n<h1 data-section-id=\"1329ug4\" data-start=\"10856\" data-end=\"10872\">Final Thoughts<\/h1>\n<p data-start=\"10874\" data-end=\"11126\">Migrating monoliths to microservices is a long-term architectural evolution rather than a one-time migration project. Organizations that succeed focus on gradual modernization, domain-driven decomposition, strong automation, and operational excellence.<\/p>\n<p data-start=\"11128\" data-end=\"11422\">Using <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Spring Boot<\/span><\/span> with cloud-native technologies like <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Kubernetes<\/span><\/span> and <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Apache Kafka<\/span><\/span> enables teams to build scalable, resilient, and independently deployable systems capable of supporting modern enterprise growth.<\/p>\n<p data-start=\"11424\" data-end=\"11556\">The key is to migrate incrementally, maintain business continuity, and continuously improve platform maturity during the transition.<\/p>\n<hr \/>\n<h1 data-section-id=\"1glbcc5\" data-start=\"12582\" data-end=\"12598\">Reference URLs<\/h1>\n<ul data-start=\"12600\" data-end=\"12935\">\n<li data-section-id=\"1gy30mt\" data-start=\"12600\" data-end=\"12641\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/spring.io\/projects\/spring-boot?utm_source=chatgpt.com\">Spring Boot Official Documentation<\/a><\/span><\/li>\n<li data-section-id=\"1xou0z9\" data-start=\"12642\" data-end=\"12683\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/spring.io\/projects\/spring-cloud-gateway?utm_source=chatgpt.com\">Spring Cloud Gateway Documentation<\/a><\/span><\/li>\n<li data-section-id=\"13xodx1\" data-start=\"12684\" data-end=\"12725\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/kafka.apache.org\/documentation\/?utm_source=chatgpt.com\">Apache Kafka Documentation<\/a><\/span><\/li>\n<li data-section-id=\"1kofe9h\" data-start=\"12726\" data-end=\"12767\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/kubernetes.io\/docs\/home\/?utm_source=chatgpt.com\">Kubernetes Documentation<\/a><\/span><\/li>\n<li data-section-id=\"iyyrp1\" data-start=\"12768\" data-end=\"12809\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/resilience4j.readme.io\/docs?utm_source=chatgpt.com\">Resilience4j Documentation<\/a><\/span><\/li>\n<li data-section-id=\"1g79p11\" data-start=\"12810\" data-end=\"12851\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/martinfowler.com\/articles\/microservices.html?utm_source=chatgpt.com\">Martin Fowler Microservices Guide<\/a><\/span><\/li>\n<li data-section-id=\"1ama111\" data-start=\"12852\" data-end=\"12893\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/domainlanguage.com\/ddd\/?utm_source=chatgpt.com\">Domain-Driven Design Reference<\/a><\/span><\/li>\n<li data-section-id=\"n0q7lh\" data-start=\"12894\" data-end=\"12935\"><span class=\"\" data-state=\"closed\"><a target=\"_blank\" class=\"decorated-link\" rel=\"noopener\" href=\"https:\/\/prometheus.io\/docs\/introduction\/overview\/?utm_source=chatgpt.com\">Prometheus Documentation<\/a><\/span><\/li>\n<\/ul>\n\n\n<p class=\"o-typing-delay-100ms ticss-27f7e3e9 wp-block-paragraph\"><o-anim-typing>&lt;> <strong>&#8220;Happy developing, one line at a time!&#8221;<\/strong> &lt;\/><\/o-anim-typing><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Many enterprise applications started as monoliths because monolithic architecture is simple to build, deploy, and manage during the early stages of product development. Over time, however, as teams grow and systems become more complex, monoliths often evolve into tightly coupled applications that are difficult to scale, maintain, and deploy efficiently. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":527,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[196],"tags":[61,34,14,67,362,8,66,396,361,369,216,2,252,7,9,395,261,62,12,3],"class_list":["post-524","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-java-development-software-architecture-backend-engineering","tag-api-gateway","tag-backend-development","tag-ci-cd","tag-cloud-native","tag-ddd","tag-devops","tag-distributed-systems","tag-distributed-transactions","tag-domain-driven-design","tag-enterprise-java","tag-event-driven-architecture-2","tag-java","tag-kafka","tag-kubernetes","tag-microservices","tag-monolith-migration","tag-observability","tag-resilience4j","tag-software-architecture","tag-spring-boot"],"yoast_head":"<!-- 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