GET https://rct.dev.bbntimes.com/technology/big-data-in-customer-value-forecasting

Response
200 OK
IP
3.149.242.75
Profiled on
Token
6e746e

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
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    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" => "big-data-in-customer-value-forecasting"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"8bc841"
category 
"technology"
slug 
"big-data-in-customer-value-forecasting"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"tudorwatch_lang=zh-hans; care_did=8f6727a8-f448-4530-b9c6-04214ec5b6a6; PHPSESSID=6iqcs7dp72umbna7qa698bnp9p"
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 
"Sat, 22 Feb 2025 09:00:55 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 
"6e746e"

Cookies

Request Cookies

Key Value
PHPSESSID 
"6iqcs7dp72umbna7qa698bnp9p"
care_did 
"8f6727a8-f448-4530-b9c6-04214ec5b6a6"
tudorwatch_lang 
"zh-hans"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 09:00:38 +0000"
Last used 
"Sat, 22 Feb 25 09:00:53 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"TUTcSGi9IjlDlsM70JKDwx4AMRoavbuViP2CLx2cgaA"
_csrf/https-cookie_accept 
"3Tsigxihm2hx0wjNs3yUbDXmmeg3pvTEVM1OT4puiJ0"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
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    "line" => 181
    "function" => "show"
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    "type" => "->"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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    ]
    "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" => "->"
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    "args" => [
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    ]
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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"
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  [
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    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
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    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
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    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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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 
"tudorwatch_lang=zh-hans; care_did=8f6727a8-f448-4530-b9c6-04214ec5b6a6; PHPSESSID=6iqcs7dp72umbna7qa698bnp9p"
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/big-data-in-customer-value-forecasting"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/big-data-in-customer-value-forecasting"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7mSRpDyWLT8YV1VjBpE4gAAAIY"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/big-data-in-customer-value-forecasting"
REDIRECT_SCRIPT_URL 
"/technology/big-data-in-customer-value-forecasting"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7mSRpDyWLT8YV1VjBpE4gAAAIY"
REDIRECT_URL 
"/public/technology/big-data-in-customer-value-forecasting"
REMOTE_ADDR 
"3.149.242.75"
REMOTE_PORT 
"46450"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740214854
REQUEST_TIME_FLOAT 
1740214854.9824
REQUEST_URI 
"/technology/big-data-in-customer-value-forecasting"
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/big-data-in-customer-value-forecasting"
SCRIPT_URL 
"/technology/big-data-in-customer-value-forecasting"
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 
"Z7mSRpDyWLT8YV1VjBpE4gAAAIY"

Sub Requests 6

CookieController :: renderAnalysis (token = 7789b1)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"59ede1"

AppController :: renderHeader (token = 1f2ae3)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"6b11aa"
slug 
"home"

ArticleController :: trendingArticle (token = dd53ed)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"911447"
category 
"Technology"

ArticleController :: relatedArticles (token = cc09e7)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"af5e0a"
current_article 
App\Entity\Article {#1094
  -id: 12428
  -title: "Big Data in Customer Value Forecasting"
  -slug: "big-data-in-customer-value-forecasting"
  -introtext: "<p>Businesses are increasingly turning to big data analytics to gain valuable insights and enhance various aspects of their operations.</p>\r\n"
  -content: """
    \r\n
    <p>One pivotal application is in forecasting Customer Lifetime Value (CLV), allowing companies to refine their marketing strategies and optimize customer relationships.</p>\r\n
    <p class="text-muted">Customer lifetime value&nbsp;is the total amount of money businesses expect a customer to spend during their lifetime. Measuring this metric is essential as businesses can decide what amount to invest in marketing their products to a particular customer to get a higher ROI.</p>\r\n
    <p>Businesses leverage big data in marketing to predict customer lifetime value, enabling more strategic and personalized marketing approaches tailored to each individual client. This will help take personalized marketing to a whole new level and provide businesses with a higher ROI. Here’s how they can achieve this:</p>\r\n
    <p><img src="/images/Big_Data_in_Customer_Value_Forecasting_Graph.png" alt="Big_Data_in_Customer_Value_Forecasting_Graph.png" width="920" height="914" /></p>\r\n
    <h2>1. Building Customer Profiles</h2>\r\n
    <p>Big data helps gather valuable data that can help with&nbsp;customer profiling. This helps understand the customer’s buying preferences, including the average purchase value. Businesses can better spend their marketing budgets based on the metric to derive maximum return on investment.</p>\r\n
    <p>For example, suppose the average purchase value of the customer is $200. The business will spend an amount less than the average purchase amount on paid advertising and marketing for the said customer. This way, they can ensure that they always make a profit and don’t overspend on marketing.</p>\r\n
    <h2>2. Optimizing Prices</h2>\r\n
    <p>Another application of&nbsp;big data in marketing&nbsp;is optimizing product prices to attract customers and retain them for a long time. Big data can help businesses not only get customer data but also help gather competitor data as well.&nbsp;</p>\r\n
    <p>Analyzing the data can help understand the purchasing power of the customer as well as the lowest rates offered by your competitors. Businesses can, thus, optimize their prices with dynamic pricing and ensure the lowest prices to outsmart the competition.</p>\r\n
    <p>This can also help determine the future buying choices of the customers as they have a better understanding of what price points they make a purchase.</p>\r\n
    <h2>3. Designing Marketing Campaigns</h2>\r\n
    <p>Big data can be collected from social media channels that can help the marketing teams to come up with engaging and successful marketing campaigns. For instance, businesses can analyze the types of accounts the customers are following and the posts that they have interacted with the most. This data can be combined with other data such as the customer purchase history, average cart value, and others. This enables businesses to create targeted marketing campaigns that have a better chance of customers making a purchase.</p>\r\n
    <p>The use of big data in marketing has the potential to provide businesses with deeper valuable insights about their customers. It can also help predict customer purchase patterns with high accuracy. Businesses can, thus, create targeted marketing campaigns and keep their marketing expenditures at a minimum.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1703716560 {#1145
    date: 2023-12-27 22:36:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1703718032 {#1150
    date: 2023-12-27 23:00:32.0 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: 4297
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1703716560 {#1148
    date: 2023-12-27 22:36:00.0 UTC (+00:00)
  }
  -metakey: "Big Data in Customer Value Forecasting"
  -metadesc: "Businesses leverage big data in marketing to predict customer lifetime value, enabling more strategic and personalized marketing approaches tailored to each individual client. "
  -robots: null
  -publishedAt: DateTime @1703716560 {#1147
    date: 2023-12-27 22:36:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = dbcf58)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"8640f9"

CookieController :: renderCookie (token = 6d5bb5)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"d84b9c"