{"id":1350,"date":"2025-12-05T13:33:40","date_gmt":"2025-12-05T13:33:40","guid":{"rendered":"https:\/\/www.aknitech.in\/blog\/?p=1350"},"modified":"2025-12-05T13:33:40","modified_gmt":"2025-12-05T13:33:40","slug":"scada-polling-strategies-high-frequency-data","status":"publish","type":"post","link":"https:\/\/www.aknitech.in\/blog\/scada-polling-strategies-high-frequency-data\/","title":{"rendered":"High-Frequency Data Acquisition: SCADA Polling Strategies Engineers Ignore"},"content":{"rendered":"\n<p>Modern industries depend on real-time visibility. Whether it\u2019s a packaging line running at high speed, a water treatment plant maintaining flow and pressure, or a chemical unit controlling critical reactions\u2014data must be accurate, fast, and continuous. Yet most SCADA systems today still operate on outdated polling cycles because many setups do not fully leverage modern <a href=\"https:\/\/www.aknitech.in\/blog\/scada-software-in-bhopal-design-iot-protocols-industrial-uses\/\"><strong>SCADA protocols in IoT<\/strong><\/a> that enable faster, more intelligent data exchange. Engineers rely on slow, periodic scan rates that miss rapid fluctuations happening inside machines. As a result, engineers often overlook the importance of <strong>SCADA polling strategies<\/strong>, relying instead on slow, periodic scan rates that miss rapid fluctuations happening inside machines.<\/p>\n\n\n\n<p>This gap between what SCADA polls\u2026 and what is actually happening inside the process\u2026 is the source of breakdowns that \u201ccome out of nowhere,\u201d unexplained energy losses, and inefficiencies no one detects until it\u2019s too late.<\/p>\n\n\n\n<p><strong>High-frequency data acquisition<\/strong> changes this completely. Instead of waiting for SCADA to poll PLCs or RTUs at fixed intervals, data is collected in sub-second cycles, through accelerated polling engines, active gateways, edge buffers, or event-driven triggers. This allows SCADA to capture real-time fluctuations that traditional systems simply ignore \u2014 and these micro-fluctuations are often the first signs of motor inefficiency, VFD malfunction, pressure imbalance, or upcoming downtime.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Is High-Frequency Data Acquisition?<\/strong><\/h2>\n\n\n\n<p>In simple terms, <strong>high-frequency data acquisition<\/strong> is the process of collecting machine or process signals at extremely short intervals\u2014sometimes every 100 ms, 50 ms, or even faster.<\/p>\n\n\n\n<p>This data typically includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Temperature fluctuations<\/li>\n\n\n\n<li>Vibration readings<\/li>\n\n\n\n<li>Motor load variations<\/li>\n\n\n\n<li>Valve position changes<\/li>\n\n\n\n<li>Energy consumption spikes<\/li>\n\n\n\n<li>Flow\/pressure feedback<\/li>\n\n\n\n<li>Machine cycle time<\/li>\n\n\n\n<li>Motor start\/stop events<\/li>\n<\/ul>\n\n\n\n<p>While PLCs handle the control logic, <a href=\"https:\/\/www.aknitech.in\/blog\/industrial-iot-and-scada\/\"><strong>SCADA in IoT<\/strong><\/a> architectures sit above them, gathering and visualizing data for operators, maintenance teams, and decision-makers in real time.<\/p>\n\n\n\n<p>But how FAST SCADA can collect this data depends heavily on <strong>polling strategies<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Traditional SCADA Polling Strategies Really Does<\/strong><\/h2>\n\n\n\n<p>Modern plants cannot rely on outdated methods, which is why understanding SCADA Polling Strategies is now essential. These strategies determine how fast data is refreshed, how accurately events are captured, and how smoothly the control system reacts. With the right approach, industries gain higher visibility and can detect process deviations long before they lead to failures.<\/p>\n\n\n\n<p><strong>SCADA works on a simple concept: t<\/strong>he master station polls field devices such as a <a href=\"https:\/\/www.aknitech.in\/blog\/plc-control-panels\/\"><strong>PLC control panel<\/strong><\/a>, RTUs, and smart sensors, and they respond with the requested data.<\/p>\n\n\n\n<p>This cycle repeats continuously.<br>A typical polling architecture includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Field devices<\/strong> \u2013 PLCs, RTUs, transmitters<\/li>\n\n\n\n<li><strong>Communication path<\/strong> \u2013 RS-485, Modbus RTU\/TCP, industrial Ethernet, radio<\/li>\n\n\n\n<li><strong>SCADA master<\/strong> \u2013 gathers data, updates HMI screens, logs into historians<\/li>\n<\/ul>\n\n\n\n<p>Traditional polling cycles range between <strong>500 ms to 5 seconds<\/strong> depending on device speed, network load, and number of tags.<\/p>\n\n\n\n<p>The problem?<br>Industrial processes do <strong>not<\/strong> wait for SCADA.<\/p>\n\n\n\n<p>Pressure spikes, motor surges, temperature drifts, valve oscillations and VFD-current fluctuations can happen in milliseconds, making a reliable <a href=\"https:\/\/www.aknitech.in\/blog\/how-smart-plc-electrical-panel-works\/\"><strong>PLC electrical panel<\/strong><\/a> essential for stable and high-frequency signal acquisition.By the time SCADA polls the next cycle, those micro-events are gone forever\u2014leaving engineers blind to the earliest signs of faults.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Low-Frequency Data Fails Modern Plants<\/strong><\/h2>\n\n\n\n<p>Older SCADA installations often store <strong>10-minute average data<\/strong> in historians. This approach hides 90% of the dynamic behavior happening between readings. all supported by strong <a href=\"https:\/\/www.aknitech.in\/blog\/iot-devices-examples-daily-life\/\"><strong>IoT device management<\/strong><\/a> to keep sensors and gateways aligned with SCADA polling cycles. Many factories continue using fixed scan intervals without realizing how outdated they are. Advanced SCADA Polling Strategies allow systems to move from slow, rigid cycles to dynamic polling that adapts to process conditions. This shift helps SCADA capture fast-changing signals, improve diagnostics, and provide operators with meaningful real-time feedback.<\/p>\n\n\n\n<p>Industries today require:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Faster response<\/li>\n\n\n\n<li>Predictive maintenance<\/li>\n\n\n\n<li>Accurate energy monitoring<\/li>\n\n\n\n<li>High-speed production control<\/li>\n<\/ul>\n\n\n\n<p>Low-frequency polling cannot support these goals.<br>Some common issues include:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. Missed Anomalies<\/strong><\/h4>\n\n\n\n<p>Fast fluctuations in current, pressure, or temperature can occur in milliseconds. These micro-events are early signs of equipment degradation, but slow polling hides them completely. By the time SCADA detects an issue, the damage is already done.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. Poor Quality Trend Analysis<\/strong><\/h4>\n\n\n\n<p>A 10-minute averaged signal cannot reveal:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Starting current peaks<\/li>\n\n\n\n<li>Rapid temperature oscillations<\/li>\n\n\n\n<li>Transient flow changes<\/li>\n\n\n\n<li>Short voltage dips<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. Delayed Fault Detection<\/strong><\/h4>\n\n\n\n<p>If your SCADA updates every 5 seconds, operators see faults <strong>after the process has already drifted<\/strong>, not during the event. This delay can increase downtime risk.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4. Inefficient Energy Monitoring<\/strong><\/h4>\n\n\n\n<p>VFD-based systems, compressors, and pumps require high-frequency acquisition to detect sudden load jumps, harmonics, and peak-demand patterns, all of which depend on accurate <a href=\"https:\/\/aknitech.in\/services\/vfd-soft-starter-programming-bhopal.html\"><strong>VFD programming<\/strong><\/a> for clean data output.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sudden load jumps<\/li>\n\n\n\n<li>Harmonics<\/li>\n\n\n\n<li>Peak-demand patterns<\/li>\n<\/ul>\n\n\n\n<p>Without high-resolution data, energy losses remain hidden.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Is High-Frequency Data Acquisition?<\/strong><\/h2>\n\n\n\n<p>High-frequency data acquisition means collecting real-time values at <strong>sub-second<\/strong>, <strong>1 Hz<\/strong>, or even <strong>millisecond-level<\/strong> intervals.<\/p>\n\n\n\n<p>This is done through:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Accelerated SCADA polling<\/li>\n\n\n\n<li>Event-based acquisition<\/li>\n\n\n\n<li>Edge-level buffering<\/li>\n\n\n\n<li>Protocol gateways with internal scan engines<\/li>\n\n\n\n<li>OPC UA high-resolution data streams<\/li>\n<\/ul>\n\n\n\n<p>Instead of waiting for SCADA to poll every device slowly, we enhance the architecture using optimized <a href=\"https:\/\/aknitech.in\/products\/scada-software-bhopal.html\"><strong>SCADA protocols in IoT<\/strong><\/a> so that data is always fresh, fast, and detailed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>SCADA Polling Strategies Engineers Commonly Ignore<\/strong><\/h3>\n\n\n\n<p>Below are the strategies that dramatically improve data refresh rates\u2014but are overlooked in many SCADA deployments.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. Active Polling Gateways (Internal Caching)<\/strong><\/h4>\n\n\n\n<p>Instead of SCADA polling devices directly, a <strong>smart gateway<\/strong> polls PLCs at high speed and stores data in its internal memory.<\/p>\n\n\n\n<p>SCADA then polls the gateway at fast Ethernet speeds.<\/p>\n\n\n\n<p>Benefits:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Polling becomes 5\u201310x faster<\/li>\n\n\n\n<li>PLCs are not overloaded<\/li>\n\n\n\n<li>Network traffic reduces<\/li>\n\n\n\n<li>High-frequency data becomes possible even with slow RTUs<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. Distributed Polling Architecture<\/strong><\/h4>\n\n\n\n<p>Instead of a single master polling all devices, polling is divided across:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multiple gateways<\/li>\n\n\n\n<li>Local HMIs<\/li>\n\n\n\n<li>Edge controllers<\/li>\n<\/ul>\n\n\n\n<p>This reduces latency and increases scan frequency dramatically.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. Tag Prioritization<\/strong><\/h4>\n\n\n\n<p>Not all tags need fast polling.<\/p>\n\n\n\n<p>Critical tags \u2192 100\u2013500 ms<br>Secondary tags \u2192 1\u20132 seconds<br>Low-priority tags \u2192 5\u201310 seconds<\/p>\n\n\n\n<p>Engineers often use a single scan rate for all signals, which wastes bandwidth and slows the system.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4. Event-Driven Acquisition<\/strong><\/h4>\n\n\n\n<p>Instead of polling continuously, SCADA records high-frequency data <strong>only when a condition is met<\/strong>, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Temperature > threshold<\/li>\n\n\n\n<li>Motor load spike<\/li>\n\n\n\n<li>VFD fault trigger<\/li>\n\n\n\n<li>Flow drop below setpoint<\/li>\n<\/ul>\n\n\n\n<p>This reduces network load but captures critical events with high detail.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>5. Edge Data Buffers (Local Historian)<\/strong><\/h4>\n\n\n\n<p>Devices like PLCs, IIoT gateways, and RTUs can store <strong>micro-second resolution<\/strong> data temporarily.<\/p>\n\n\n\n<p>SCADA then fetches this buffered data when needed.<\/p>\n\n\n\n<p>This ensures:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No data loss<\/li>\n\n\n\n<li>High-resolution logs<\/li>\n\n\n\n<li>Accurate post-event diagnostics<br><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>6. Hybrid Polling + Streaming<\/strong><\/h4>\n\n\n\n<p>Modern OPC UA servers allow:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Polled data for slow tags<\/li>\n\n\n\n<li>Continuous stream for fast tags<\/li>\n<\/ul>\n\n\n\n<p>This is ideal for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/aknitech.in\/products\/vfd-control-panels-bhopal.html\"><strong>VFDs<\/strong><\/a><\/li>\n\n\n\n<li>Compressors<\/li>\n\n\n\n<li>Turbine monitoring<\/li>\n\n\n\n<li>High-speed packaging machines<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How High-Frequency Data Transforms Industries<\/strong><\/h2>\n\n\n\n<p>Industries in Bhopal, Mandideep, Pithampur, Dewas, and Central India that adopt high-frequency SCADA data notice immediate improvements:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. Predictive Maintenance<\/strong><\/h4>\n\n\n\n<p>Micro-faults are detected early, preventing:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Motor burnouts<\/li>\n\n\n\n<li>Pump failures<\/li>\n\n\n\n<li>Overheating in panels<\/li>\n\n\n\n<li>Gearbox damage<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. Reduced Energy Loss<\/strong><\/h4>\n\n\n\n<p>Energy spikes become visible, allowing precise optimization.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. Higher Process Efficiency<\/strong><\/h4>\n\n\n\n<p>Operators respond faster because SCADA reacts to real-time changes.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4. Better Compliance &amp; Reporting<\/strong><\/h4>\n\n\n\n<p>High-resolution trends improve audit reporting for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pharma<\/li>\n\n\n\n<li>FMCG<\/li>\n\n\n\n<li>Chemical<\/li>\n\n\n\n<li>Water processing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>5. Zero-Downtime Operations<\/strong><\/h4>\n\n\n\n<p>High-frequency data allows control systems to intervene instantly, enabling smoother and more responsive <strong>IoT device control<\/strong> across motors, valves, and automated field equipment.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Technical Breakdown: How High-Frequency SCADA Polling Works<\/strong><\/h2>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. PLC Scan Cycle Coordination<\/strong><\/h4>\n\n\n\n<p>A PLC updates its internal values only after completing each scan cycle. For high-frequency polling to work correctly, SCADA must poll <strong>at the same speed or slightly slower<\/strong> than the PLC\u2019s scan rate. If SCADA polls faster than the PLC updates, it receives repeated old values or inconsistent data. If SCADA polls too slow, critical micro-changes are missed.<\/p>\n\n\n\n<p>The key is tight synchronization between PLC scan time and SCADA polling intervals.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. Network Speed &amp; Packet Optimization<\/strong><\/h4>\n\n\n\n<p>Fast polling requires gigabit networks, low packet loss, and optimized protocols (Modbus TCP, EtherNet\/IP, OPC UA).<\/p>\n\n\n\n<p>High-frequency polling generates significantly more data packets per second.<br>To avoid delays or packet drops, industries must use <strong>fast networks<\/strong> like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Industrial Gigabit Ethernet<\/li>\n\n\n\n<li>Managed switches<\/li>\n\n\n\n<li>Low-noise cabling<\/li>\n\n\n\n<li>Protocols optimized for fast communication (Modbus TCP, EtherNet\/IP, OPC UA)<\/li>\n<\/ul>\n\n\n\n<p>A slow or noisy network creates latency, CRC errors, and \u201cslow tag refresh,\u201d defeating the purpose of high-frequency data acquisition.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. SCADA Server Load Balancing<\/strong><\/h4>\n\n\n\n<p>High-frequency polling needs:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dedicated historian<\/li>\n\n\n\n<li>SSD-based server storage<\/li>\n\n\n\n<li>Optimized tag structure<\/li>\n\n\n\n<li>Separate alarm server<\/li>\n<\/ul>\n\n\n\n<p>To prevent overload, modern systems use:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Dedicated historian server:<\/strong> handles high-speed logging separately<\/li>\n\n\n\n<li><strong>SSD storage:<\/strong> faster write speed for real-time data<\/li>\n\n\n\n<li><strong>Optimized tag structure:<\/strong> organizes high-speed, medium-speed, and slow tags efficiently<\/li>\n\n\n\n<li><strong>Separate alarm server:<\/strong> keeps alarms responsive even during heavy data loads<\/li>\n<\/ul>\n\n\n\n<p>This architecture ensures SCADA stays smooth, real-time, and stable even at high refresh rates.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4. Buffering &amp; Timestamp Correction<\/strong><\/h4>\n\n\n\n<p>During peak load or brief communication delays, SCADA can temporarily fall behind.<br>To prevent data loss, edge devices and historians use <strong>buffering<\/strong>, where data is held locally in short bursts before being sent to the server.<\/p>\n\n\n\n<p>This ensures:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No missing data points<\/li>\n\n\n\n<li>Accurate high-frequency trends<\/li>\n\n\n\n<li>Correct event order<\/li>\n<\/ul>\n\n\n\n<p><strong>Timestamp correction<\/strong> matches buffered data with real system time, ensuring every reading appears exactly when it happened, even if it reached SCADA a little late.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Common Implementation Challenges<\/strong><\/h3>\n\n\n\n<p>Even though high-frequency SCADA data is powerful, engineers face some practical issues:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Legacy PLCs can\u2019t handle very fast polling<\/li>\n\n\n\n<li>RS-485 networks become congested<\/li>\n\n\n\n<li>Too many high-speed tags overload SCADA servers<\/li>\n\n\n\n<li>Data storage grows quickly<\/li>\n\n\n\n<li>Time-sync issues cause inaccurate logs<\/li>\n<\/ul>\n\n\n\n<p><strong>Solution:<\/strong><strong><br><\/strong>Use a combination of modern gateways, OPC UA servers, edge buffers, and properly designed polling hierarchies.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>How AKNITech Implements High-Frequency SCADA Systems<\/strong><\/h5>\n\n\n\n<p>At AKNITech, we work with advanced SCADA architectures that allow real-time, high-frequency data acquisition without overloading plant systems.<\/p>\n\n\n\n<p>Our approach includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Designing optimized polling cycles<\/li>\n\n\n\n<li>Setting tag-level priorities<\/li>\n\n\n\n<li>Using industrial gateways for internal caching<\/li>\n\n\n\n<li>Implementing OPC UA for high-resolution streaming<\/li>\n\n\n\n<li>Configuring edge-based data historians<\/li>\n\n\n\n<li>Engineering fast-response PLC logic<\/li>\n\n\n\n<li>Upgrading communication networks (Ethernet, fibre, IIoT)<\/li>\n\n\n\n<li>Ensuring clean, synchronized time-stamps<br><\/li>\n<\/ul>\n\n\n\n<p>We deploy these systems across manufacturing units, water plants, chemical facilities, and automated factories throughout Central India, where data is further consolidated through an<a href=\"https:\/\/www.aknitech.in\/blog\/mis-panels-and-automation-software-in-bhopal\/\"> <strong>MIS panel<\/strong> <\/a>for real-time decision-making.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>FAQs<\/strong><\/h5>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Can every SCADA system support high-frequency data?<\/strong><\/h3>\n\n\n\n<p>Most can, but PLC scan time, network bandwidth, and system architecture determine the feasible limit.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Does high-frequency polling overload PLCs?<\/strong><\/h3>\n\n\n\n<p>Not if active gateways, tag prioritization, and distributed polling are used.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. What\u2019s the ideal scan rate for fast processes?<\/strong><\/h3>\n\n\n\n<p>Critical processes often require <strong>100\u2013500 ms<\/strong>, while ultra-fast machines may need <strong>10\u201350 ms<\/strong> sampling via edge buffers.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Is event-driven acquisition better than fixed polling?<\/strong><\/h3>\n\n\n\n<p>For many processes, yes. It reduces bandwidth and captures only meaningful data.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h5>\n\n\n\n<p>High-frequency data acquisition is no longer a luxury\u2014it is a necessity for modern industries striving for reliability, efficiency, and predictive maintenance. By upgrading SCADA polling from traditional slow cycles to intelligent, accelerated strategies, factories can detect failures early, optimize energy consumption, and maintain real-time control.<\/p>\n\n\n\n<p>Many engineers still rely on outdated polling methods, but the future belongs to systems that can see every millisecond of the process.If your plant needs SCADA upgrade, high-frequency monitoring, or advanced PLC integration, <a href=\"https:\/\/www.aknitech.in\/\"><strong>AKNITech <\/strong><\/a>is ready to help.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Modern industries depend on real-time visibility. Whether it\u2019s a packaging line running at high speed, a water treatment plant maintaining flow and pressure, or a chemical unit controlling critical reactions\u2014data must be accurate, fast, and continuous. Yet most SCADA systems today still operate on outdated polling cycles because many setups do not fully leverage modern [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1351,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1350","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aknitech"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/posts\/1350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/comments?post=1350"}],"version-history":[{"count":2,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/posts\/1350\/revisions"}],"predecessor-version":[{"id":1353,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/posts\/1350\/revisions\/1353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/media\/1351"}],"wp:attachment":[{"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/media?parent=1350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/categories?post=1350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aknitech.in\/blog\/wp-json\/wp\/v2\/tags?post=1350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}