GET https://rct.dev.bbntimes.com/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector

Response
200 OK
IP
3.14.153.55
Profiled on
Token
8783bd

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3613
  -links: [
    3734 => Symfony\Component\WebLink\Link {#3734
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3732 => Symfony\Component\WebLink\Link {#3732
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3731 => Symfony\Component\WebLink\Link {#3731
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3730 => Symfony\Component\WebLink\Link {#3730
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3729 => Symfony\Component\WebLink\Link {#3729
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3728 => Symfony\Component\WebLink\Link {#3728
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3727 => Symfony\Component\WebLink\Link {#3727
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3726 => Symfony\Component\WebLink\Link {#3726
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3725 => Symfony\Component\WebLink\Link {#3725
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3724 => Symfony\Component\WebLink\Link {#3724
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3723 => Symfony\Component\WebLink\Link {#3723
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3722 => Symfony\Component\WebLink\Link {#3722
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3721 => Symfony\Component\WebLink\Link {#3721
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "technology"
  "slug" => "computer-vision-is-transforming-inventory-management-in-the-retail-sector"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"513bf3"
category 
"technology"
slug 
"computer-vision-is-transforming-inventory-management-in-the-retail-sector"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=c7dinqffqt7qjhk1j2uof00ro3"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Wed, 16 Apr 2025 01:20:00 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"8783bd"

Cookies

Request Cookies

Key Value
PHPSESSID 
"c7dinqffqt7qjhk1j2uof00ro3"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 01:19:41 +0000"
Last used 
"Wed, 16 Apr 25 01:19:58 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"MzSJECxdTaGPWCY7Wp9lW4jf4GBRnb5lzX-SJytohZ4"
_csrf/https-cookie_accept 
"isT2eFx69RWPOfynKpm7L5rA0ZPyrdwtq8YlX-KhnF4"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
[
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
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    "function" => "require_once"
  ]
]
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
    "line" => 79
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    "function" => "require_once"
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
    "line" => 52
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
  [
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    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
    "line" => 103
    "function" => "getToken"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Extension/CoreExtension.php"
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    "function" => "twig_get_attribute"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
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    "function" => "render"
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    "line" => 453
    "function" => "doRenderView"
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    "function" => "doRender"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
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    "function" => "handleRaw"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=c7dinqffqt7qjhk1j2uof00ro3"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_8FvHvbirLQs6R-Q6S6ZwAAARc"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
REDIRECT_SCRIPT_URL 
"/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_8FvHvbirLQs6R-Q6S6ZwAAARc"
REDIRECT_URL 
"/public/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
REMOTE_ADDR 
"3.14.153.55"
REMOTE_PORT 
"19034"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744766396
REQUEST_TIME_FLOAT 
1744766396.3121
REQUEST_URI 
"/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
SCRIPT_URL 
"/technology/computer-vision-is-transforming-inventory-management-in-the-retail-sector"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z_8FvHvbirLQs6R-Q6S6ZwAAARc"

Sub Requests 6

CookieController :: renderAnalysis (token = ba2784)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"39512d"

AppController :: renderHeader (token = bb785f)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4d3ec5"
slug 
"home"

ArticleController :: trendingArticle (token = 84fc91)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e86db9"
category 
"Technology"

ArticleController :: relatedArticles (token = b64e88)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"2b4f61"
current_article 
App\Entity\Article {#1094
  -id: 14263
  -title: "Computer Vision is Transforming Inventory Management in the Retail Sector"
  -slug: "computer-vision-is-transforming-inventory-management-in-the-retail-sector"
  -introtext: "<p>Retail business owners are often faced with issues in inventory management, which hampers the development of long-term customer relationships.</p>\r\n"
  -content: """
    \r\n
    <p>Adopting computer vision in retail inventory management is a pioneering solution to build robust operations that will meet business goals.</p>\r\n
    <p class="text-muted">The retail industry is significantly impacted by customer demand, which necessitates investments in improving consumer experiences. Implementation of&nbsp;computer vision in retail&nbsp;presents an ideal solution for enhancing inventory management - a critical aspect of the retail business - as it entails several interdependent processes leading to final product delivery. Any minor discrepancy in this process can potentially jeopardize customer satisfaction and the overall reputation of the company.</p>\r\n
    <h1>BENEFITS OF COMPUTER VISION IN RETAIL INVENTORY MANAGEMENT</h1>\r\n
    <p><a href="science/the-power-of-deep-learning-in-computer-vision-unlocking-new-possibilities" target="_blank" rel="noopener">Computer vision</a> is a field of artificial intelligence (AI) that replicates the human eye to enable computers to recognize and process objects. It allows real-time data generation with the help of images and videos collected by drones, robots, and cameras installed in department stores and warehouses. This data can be analyzed to meet operational demands, increase sales output and improve the consumer experience. According to the 29th Annual Retail Study by RIS,&nbsp;over 40 % of retailers&nbsp;will adopt computer vision technology for their <a href="technology/the-state-of-computer-vision-in-2023-opportunities-and-challenges-ahead" target="_blank" rel="noopener">business operations</a> in the next two years. Computer vision in retail inventory has multiple benefits, such as:</p>\r\n
    <p><img src="/images/BENEFITS_OF_COMPUTER_VISION_IN_RETAIL_INVENTORY_MANAGEMENT.png" alt="BENEFITS_OF_COMPUTER_VISION_IN_RETAIL_INVENTORY_MANAGEMENT.png" width="945" height="946" /></p>\r\n
    <h2>IMPROVEMENT OF ON-SHELF AVAILABILITY</h2>\r\n
    <p>Employing computer vision technology in retail inventory management presents a viable solution to reduce out-of-stock rates, enhance on-shelf availability and optimize the overall consumer experience. Ineffective management of products on the shelf can lead to significant revenue loss for retailers as customers may shift to competing vendors due to unsatisfactory experiences. To overcome these challenges, AI-powered computer vision cameras monitored by software perform quality checks, identify defects, predict product demands and prevent damaged goods from reaching end-users. Additionally, these systems can place orders with suppliers for in-demand products, further streamlining<a href="companies/optimizing-inventory-management-with-machine-learning" target="_blank" rel="noopener"> inventory management </a>processes.</p>\r\n
    <h2>INVENTORY TRACKING</h2>\r\n
    <p>The retail industry is often plagued by labor shortages, necessitating the optimization and appropriate allocation of human resources. To address inventory tracking tasks, retailers can implement computer vision-enabled cameras that leverage barcode reading and inventory movement tracking to identify bin locations for products. Inventory tracking through computer vision also aids in preventing misplaced items, which can delay product delivery and require additional time for store employees to locate. By utilizing computer vision technology, retailers can accurately track products and reduce associated costs.</p>\r\n
    <h2>INVENTORY AUDITING</h2>\r\n
    <p>Computer vision technology can be utilized by retailers to perform inventory audits in department stores. Store employees can be assigned to capture images of the shelves, which will be processed by computer vision on enabled devices. Analyzing the resulting data can provide insights and analytics to store managers, allowing them to audit in-store shelves and identify any inconsistencies, and take appropriate corrective measures.</p>\r\n
    <h2>REDUCTION IN OVERSTOCKING</h2>\r\n
    <p>Achieving more precise and consistent product forecasting can lead to the problem of overstocking, incurring additional costs and risks such as increased storage costs and potential inventory obsolescence. Retailers can mitigate these challenges by leveraging computer vision technology that relies on previously collected data to improve forecasting accuracy.</p>\r\n
    <h4>&nbsp;</h4>\r\n
    <p>With innovation, computer vision in retail inventory management is becoming more user-friendly, cost-effective and accurate. This is encouraging retail business owners to leverage technology to boost their business without major changes in business operations. With the help of computer vision, they can improve sales, build long-term customer relationships and optimize their operations seamlessly.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1711333140 {#1145
    date: 2024-03-25 02:19:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1711333614 {#1150
    date: 2024-03-25 02:26:54.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 5661
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1711333140 {#1148
    date: 2024-03-25 02:19:00.0 UTC (+00:00)
  }
  -metakey: "Computer Vision is Transforming Inventory Management in the Retail Sector"
  -metadesc: "Retail business owners are often faced with issues in inventory management, which hampers the development of long-term customer relationships."
  -robots: null
  -publishedAt: DateTime @1711333140 {#1147
    date: 2024-03-25 02:19:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 90025c)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"72cf20"

CookieController :: renderCookie (token = 09b4ed)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"12732d"