GET https://rct.dev.bbntimes.com/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity

Response
200 OK
IP
3.15.238.90
Profiled on
Token
ea178f

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 {#3761
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    3882 => Symfony\Component\WebLink\Link {#3882
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3880 => Symfony\Component\WebLink\Link {#3880
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3879 => Symfony\Component\WebLink\Link {#3879
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3878 => Symfony\Component\WebLink\Link {#3878
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
    3877 => Symfony\Component\WebLink\Link {#3877
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      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3876 => Symfony\Component\WebLink\Link {#3876
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3875 => Symfony\Component\WebLink\Link {#3875
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3874 => Symfony\Component\WebLink\Link {#3874
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3873 => Symfony\Component\WebLink\Link {#3873
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3872 => Symfony\Component\WebLink\Link {#3872
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3871 => Symfony\Component\WebLink\Link {#3871
      -href: "/build/term-condition-css.css"
      -rel: [
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      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3870 => Symfony\Component\WebLink\Link {#3870
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3869 => Symfony\Component\WebLink\Link {#3869
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
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  "slug" => "big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"fe7243"
category 
"technology"
slug 
"big-data-in-telecom-a-big-bubble-or-a-big-opportunity"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=qrb83mb1p40v8e9k4ui0m930l3"
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 06:57:21 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 
"ea178f"

Cookies

Request Cookies

Key Value
PHPSESSID 
"qrb83mb1p40v8e9k4ui0m930l3"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 06:57:18 +0000"
Last used 
"Wed, 16 Apr 25 06:57:19 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"Z9ORVYCdhhk2u_YkmPkFnliuWw-b__8BQuaAK61C3No"
_csrf/https-cookie_accept 
"nk1mo75sX1t_yI91cVNTdOvxv6jS1qYosknP6HIFFpc"

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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    "line" => 197
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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    ]
    "function" => "require_once"
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]
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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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "handleRaw"
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    "function" => "run"
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    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
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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"
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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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    "function" => "dispatch"
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    "function" => "filterResponse"
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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=qrb83mb1p40v8e9k4ui0m930l3"
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-telecom-a-big-bubble-or-a-big-opportunity"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_9U0DMPOH5Hdsjt6vRkIwAAAA0"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
REDIRECT_SCRIPT_URL 
"/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_9U0DMPOH5Hdsjt6vRkIwAAAA0"
REDIRECT_URL 
"/public/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
REMOTE_ADDR 
"3.15.238.90"
REMOTE_PORT 
"9422"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744786640
REQUEST_TIME_FLOAT 
1744786640.7893
REQUEST_URI 
"/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
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-telecom-a-big-bubble-or-a-big-opportunity"
SCRIPT_URL 
"/technology/big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
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_9U0DMPOH5Hdsjt6vRkIwAAAA0"

Sub Requests 6

CookieController :: renderAnalysis (token = b1544f)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"1c9295"

AppController :: renderHeader (token = 12168a)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"0883b8"
slug 
"home"

ArticleController :: trendingArticle (token = b609f1)

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

ArticleController :: relatedArticles (token = 32b472)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f6c907"
current_article 
App\Entity\Article {#1094
  -id: 820
  -title: "Big Data in Telecom: A Big Bubble or A Big Opportunity?"
  -slug: "big-data-in-telecom-a-big-bubble-or-a-big-opportunity"
  -introtext: "<p>As the Telecom industry goes through phases of troughs and crests, the one constant that marks the industry is the abundance of the types and volumes of data that it has. While the industry had great expectations of Big Data in the initial years, this vibrancy was followed by a period of doubt. Now, as things look up again, let us see how the trends have evolved over the last six years.</p>\r\n"
  -content: """
    \r\n
    <h2><span style="color: #10228b;"><strong>The Basics</strong></span></h2>\r\n
    <p>IBM had, in a 2012 study on an overall basis across industries determined that a successful Big Data implementation required the delineation of business requirements first and the setting up of the implementation to be followed. However, the study also spelled out the need to upgrade infrastructure over time and to focus on the achievement of short-term results with prime importance needing to be accorded to customer-centric results.</p>\r\n
    <h2><span style="color: #10228b;"><strong>A Different Strategy</strong></span></h2>\r\n
    <p>In the following year, in 2013, a&nbsp;<a href="https://www.strategyand.pwc.com/media/file/Strategyand_Benefiting-from-Big-Data_A-New-Approach-for-the-Telecom-Industry.pdf" target="_blank" rel="nofollow noopener noreferrer">report</a>&nbsp;by Booz &amp; Company, now known as Strategy&amp;, outlined the need to adopt the opposite strategy, of beginning with the data and then moving up to identify ways to tap potential rather than beginning with a business requirement and then working down. The Strategy Consulting firm based its recommendation to overcome the situation of benefits of Big Data not having been achieved in a concrete manner at that point. The firm had recommended the setting up of pilot programs to implement this bottom-up strategy. The report specified benefits of Big Data through</p>\r\n
    <ul>\r\n
    <li>Real time inspection of packets to improve quality of performance of the network</li>\r\n
    <li>Real time analysis of call data to identify fraudulent activity</li>\r\n
    <li>Marketing activities based on location of customer and events on social media</li>\r\n
    <li>Monetize anonymous customer insights</li>\r\n
    </ul>\r\n
    <h2><span style="color: #10228b;"><strong>Internal versus External</strong></span></h2>\r\n
    <p>Arthur D. Little specified in a 2015&nbsp;<a href="http://www.adlittle.com/downloads/tx_adlreports/ADL_BigDataGoldMineforTelcos.pdf" target="_blank" rel="nofollow noopener noreferrer">report</a>&nbsp;on Big Data in Telecom that the monetization possibilities within a Telecom organization are far higher, than those through the sale of data to external customers or partners. The report by the Management Consultancy identified the crucial aspect of the business needing to make the strategic decisions that would lead to the success of a Big Data implementation. The report stressed that Telcos need to determine the exact prospects for achieving benefits in B2C, B2B and third-party, and for the strategy thus worked out to be implemented. Strategic planning was noted as being key to exploiting potential and generating returns by Big Data implementations.</p>\r\n
    <p>The deployment of Big Data identified in the Arthur D. Little study were</p>\r\n
    <ul>\r\n
    <li>Ability to find out the exact cause of call drop</li>\r\n
    <li>Improve data plan renewal rates through analysis of renewal patterns towards finding out when best to contact customer etc.</li>\r\n
    <li>Create customized marketing plans by monitoring of social media</li>\r\n
    </ul>\r\n
    <h2><span style="color: #10228b;"><strong>Projections for the Near Term</strong></span></h2>\r\n
    <p>Ericsson in an October 2015&nbsp;<a href="https://www.ericsson.com/assets/local/publications/white-papers/wp-big-data.pdf" target="_blank" rel="nofollow noopener noreferrer">report</a>, while estimating 50 percent Compound Annual Growth Rate for the Big Data based Telecom analytics sector and a market size of $5.4 billion by end-2019, identified three basic components of Big Data implementation for Telecom companies. They were optimizing operations, enriching operations and the creation of new business opportunities. In the third component, B2B revenues from a third party and the accompanying issue of privacy were discussed. The inadequacy of regulations to provide sufficient robustness was raised and privacy was recommended to be kept in sight through every stage of the development of a product or service.</p>\r\n
    <h2><span style="color: #10228b;"><strong>Current State of Big Data Analytics in the Telecom Industry</strong></span></h2>\r\n
    <p>In a&nbsp;<a href="http://www.mckinsey.com/industries/telecommunications/our-insights/telcos-the-untapped-promise-of-big-data" target="_blank" rel="nofollow noopener noreferrer">June 2016 article</a>, McKinsey &amp; Company reported that 30 percent of survey respondents (making up a quarter of industry revenue) had invested in Big Data and analytics. In this group of 80 companies out of a total of 273 Telecom companies, those where profits were up 10 percent attributed the results to the investments. Most reported slight increase in profits while negative profit growth reported by a few was attributed to poor quality of data, and lack of talented manpower. Returning to the Arthur D Little Study, it had recommended companies with lower maturity levels in data processes and companies without adequate manpower to go in for a centralized operational mode. More mature companies that had the skilled manpower were recommended to go in for a distributed operating model.</p>\r\n
    <p>McKinsey found that strategy was absent in the implementation of Big Data initiatives among the companies that had made the investments, with the management of Big Data “being at too low a level to make it a strategic priority.”</p>\r\n
    <p>The use instances detailed in the McKinsey article were:</p>\r\n
    <ul>\r\n
    <li>Predict time brackets with heavy use of network, for example on account of video download</li>\r\n
    <li>Identify customers likely to defect by analysis of network usage data, and call center and social media data</li>\r\n
    </ul>\r\n
    <h2><span style="color: #10228b;"><strong>Analytics Solutions</strong></span></h2>\r\n
    <p>Checking out a few vendors with products for the Telecom industry</p>\r\n
    <ul>\r\n
    <li><a href="http://in.teradata.com/Solutions-and-Industries/communications/" target="_blank" rel="nofollow noopener noreferrer">Teradata</a>’s ‘Insight Advantage Integration’ provides capabilities of device analytics, subscriber behaviour and usage patterns, location analytics, social network and media analytics, eCommerce and channel analytics and network and service quality analytics. The company’s value addition propositions are Next-Gen services and products, Next-Gen customer experience management, monetization of infrastructure and data and improvement of Opex and Capex performance.</li>\r\n
    <li><a href="https://hortonworks.com/solutions/telecommunications/" target="_blank" rel="nofollow noopener noreferrer">HortonWorks</a>&nbsp;‘Big Data Solutions with Churn Prediction and Analytics’ provides capabilities to analyze call detail records, service equipment proactively, rationalize infrastructure investments, recommend next product to buy, allot bandwidth in real-time and develop new products.</li>\r\n
    </ul>\r\n
    <h2><span style="color: #10228b;"><strong>The Way Forward</strong></span></h2>\r\n
    <p>In summary, what the industry needs is a complete revamp of operational style. With complete focus on data, Telecom companies can step into a Big Data environment where analytics are the key quest and activity. Each company can make the shift in keeping with its operational situation so that the best possible integration of Big Data tools and processes are brought in. In this new paradigm of operation, Telecommunication companies can create better value for their customers and themselves if they get all the basics right. This includes the data analysis platform as well as privacy and security of all records. The crafting and positioning of a strategy is essential both for in-house or external monetization as well as for an implementation that creates data-collection initiatives or one that works with existing data to scour for business improvement potential.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1514839504 {#1145
    date: 2018-01-01 20:45:04.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1514848025 {#1150
    date: 2018-01-01 23:07:05.0 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: 4041
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1514839508 {#1148
    date: 2018-01-01 20:45:08.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "As the Telecom industry goes through phases of troughs and crests, the one constant that marks the industry is the abundance of the types and volumes of data that it has. While the industry had great expectations of Big Data in the initial years, this vibrancy was followed by a period of doubt. Now, as things look up again, let us see how the trends have evolved over the last six years."
  -robots: null
  -publishedAt: DateTime @1514839508 {#1147
    date: 2018-01-01 20:45:08.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: "Big Data"
}

AppController :: renderFooter (token = c9b202)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"801ca2"

CookieController :: renderCookie (token = b333ef)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"485f53"