Receiving Helpdesk

factless fact table in data warehouse

by Michele Davis Published 3 years ago Updated 2 years ago

A Data Warehouse fact-less fact table is a fact that does not have any measures stored in it. This table will only contain keys from different dimension tables. The fact-less fact is often used to resolve a many-to-many cardinality issue.

Factless tables simply mean the key available in the fact that no remedies are available. Factless fact tables are only used to establish relationships between elements of different dimensions. And are also useful for describing events and coverage, meaning tables contain information that nothing has happened.May 26, 2021

Full Answer

How to load rows into fact table in data warehouse?

Some typical data transformations include:

  • Joining multiple fields into one field (Address 1 + Address 2 + Address 3).
  • Generating calendar tables.
  • Mapping data from one representation to another, such as Female to 1 and Male to 0
  • Transforming data from multiple representations to a single representation, such as a common format for telephone numbers
  • Creating surrogate keys

How will data be stored in a data warehouse?

Top-rated data lake tools are:

  • Azure Data Lake Storage – creates single, unified data storage space. ...
  • AWS Lake Formation – provides a very simple solution to set up a data lake. ...
  • Qubole – this data lake solution stores data in an open format that can be accessed through open standards. ...

More items...

How many fact tables are there in a data mart?

There could be just one; an inbound call center may have just one Tickets fact table, perhaps, plus dimensions like Customer, Agent, TicketClassification, Resolution, and of course Date, roleplayed several times (DateReceived, DateFirstReply, DateFirstResolved, DateFinalResolved, something like that).

What are the data staging steps in data warehousing?

Key developments in early years of data warehousing:

  • 1960s – General Mills and Dartmouth College, in a joint research project, develop the terms dimensions and facts.
  • 1970s – ACNielsen and IRI provide dimensional data marts for retail sales.
  • 1970s – Bill Inmon begins to define and discuss the term Data Warehouse.

More items...

What is true about factless fact table?

A factless fact table is a fact table that does not have any measures. It is essentially an intersection of dimensions (it contains nothing but dimensional keys). There are two types of factless tables: One is for capturing an event, and one is for describing conditions.

How many attributes does factless fact table have?

There are two kinds of factless fact tables: Factless fact table describes events or activities. Factless fact table describes a condition, eligibility, or coverage.

What is a junk dimension table?

A Junk Dimension is a dimension table consisting of attributes that do not belong in the fact table or in any of the existing dimension tables. The nature of these attributes is usually text or various flags, e.g. non-generic comments or just simple yes/no or true/false indicators.

What are the different types of fact tables?

The Three Types of Fact TablesTransaction Fact Tables.Periodic Snapshot Tables.Accumulating Snapshot Tables.Why Have They Not Changed?

What is the meaning of Factless?

Lacking facts; inaccurate or fictionalfactless (comparative more factless, superlative most factless) Lacking facts; inaccurate or fictional.

What are the three types of facts?

We can divide the Facts in to these three types.Non-Additive.Semi-Additive.Additive.

What are the 3 types of dimensions?

Based on the frequency of change of dimension it can be classified into three types:Static Dimension: Dimensions which does not change over time. ... Slowly changing dimension(SCD): Dimensions that change or can change slowly over time. ... Rapidly Changing Dimension: Dimensions that change or can change rapidly over time.

What is dim table and fact table?

A fact table stores quantitative information for analysis and is often denormalized. A fact table works with dimension tables. A fact table holds the data to be analyzed, and a dimension table stores data about the ways in which the data in the fact table can be analyzed.

What are types of dimension tables?

Types of Dimension TableSCD (Slowly Changing Dimensions) The dimension attributes that tend to change slowly with time rather than changing in a regular interval of time are called slowly changing dimensions. ... Conformed Dimension. ... Junk Dimension. ... Degenerate Dimension. ... Roleplay Dimension.

Can we join 2 fact tables?

The answer for both is "Yes, you can", but then also "No, you shouldn't". Joining fact tables is a big no-no for four main reasons: 1. Fact tables tend to have several keys (FK), and each join scenario will require the use of different keys.

How many fact tables are there?

There are four types of fact tables: transaction, periodic snapshot, accumulating snapshot and factless fact tables.

What are the 2 kinds of data that a fact tables contain?

A fact table typically has two types of columns: those that contain facts and those that are a foreign key to dimension tables. The primary key of a fact table is usually a composite key that is made up of all of its foreign keys.

What is a factless table?

By definition, the factless fact table is a fact table that does not contain any facts. There are two kinds of factless fact tables: 1 Factless fact table describes events or activities. 2 Factless fact table describes a condition, eligibility, or coverage.

Can you find measures to track in a dimensional model?

When designing dimensional model, you often find that you want to track events or activities that occur in your business process but you can’t find measures to track. In these situations, you can create a transaction-grained fact table that has no facts to describe that events or activities. Even though there are no facts storing in the fact table, the event can be counted to produce very meaningful process measurements.

What is a factless table?

Factless Fact Table. Factless tables simply mean the key available in the fact that no remedies are available. Factless fact tables are only used to establish relationships between elements of different dimensions. And are also useful for describing events and coverage, meaning tables contain information that nothing has happened.

Why do you need a fact table?

It is used to support negative analysis reports. For example, to create a report that a store did not sell a product for a certain period of time, you should have a fact table to capture all possible combinations. Then you can find out what is missing. Ex-Visitors to the office.

What is a large dimension table?

Large Dimension Tables : Large dimension tables are very deep and wide. Deep means it has a very large number of rows and wide means it may have many attributes or columns. To handle large dimensions, one can take out some mini dimensions from a large dimension as per the interest.

Is it difficult to change a customer's dimensions?

But in the case of customer dimensions, where a number of rows are millions and changes infrequently, then type 2 changes are feasible and not very difficult. If customer dimensions change rapidly, then Type 2 changes are problematic and difficult.

What is a factless table?

Factless Fact Table. A factless fact table is a fact table that does not have any measures. It is essentially an intersection of dimensions. On the surface, a factless fact table does not make sense, since a fact table is, after all, about facts.

Why is adding a fact that always shows 1 redundant?

However, adding a fact that always shows 1 is redundant because we can simply use the COUNT function in SQL to answer the same questions.

What is a factless fact table?

A Data Warehouse fact-less fact table is a fact that does not have any measures stored in it. This table will only contain keys from different dimension tables. The fact-less fact is often used to resolve a many-to-many cardinality issue.

Can a factless fact table answer a positive query?

A fact-less-fact table can only answer ‘optimistic’ queries (positive query) but cannot answer a negative query. Coverage fact is used to support negative analysis reports. For example, an electronic store did not sell any product for give period of time.

What is the purpose of Factless Fact Table?

Fact less tables are so called because they simply contain keys which refer to the dimension tables. Hence, they don’t really have facts or any information but are more commonly used for tracking some information of an event.

What is the purpose of Factless Fact Table?

A tracking process or collecting status can be performed by using fact less fact tables. The fact table does not have numeric values that are aggregate, hence the name. Mere key values that are referenced by the dimensions, from which the status is collected, are available in fact less fact tables.

What is a fact table?

In the most general sense, fact tables are the measurements of a business process. They hold mostly numeric data and correspond to an event rather than a particular report. The most important feature of a fact table, besides measures, is grain. Grain defines what level of detail is observed for a particular event.

How many rows are there in a fact_retail_sale table?

Suppose we fill the fact_retail_sale table from two sources: a database table with 100,000 rows and a spreadsheet with 20,000 rows. These rows are filled on a yearly basis. The dimension tables are: dates (365 rows), products (100 rows) and stores (1,000 rows).

What are some examples of measures in a fact table?

They occur when all the important information about the dimension is already in the fact table. Examples include various control header numbers, ticket numbers, order numbers, etc. Measures (i.e. metrics or business facts) in a fact table can be: Additive: summable across any dimension.

What is the common factor in fact tables?

However, before we delve into what these different fact tables do, let’s talk about an important common factor: sparsity, or the proportional amount of data stored in a fact table. Sparsity is related to grain, and it has an effect on query performance.

What is a foreign key in a dimensional table?

Foreign keys to dimensional tables. Foreign keys are self-explanatory; degenerate dimensions also belong to this group. A degenerate dimension is a dimension key with no parent dimension table. They occur when all the important information about the dimension is already in the fact table.

What is the grain of a transaction fact table?

The grain of this type is one row per transaction, or one row per line on a transaction. The grain of a transaction fact table is a point in space and time. They hold the smallest of business details.

What are technical columns? What are some examples?

Technical columns are useful for auditing and low-level maintenance of the model. Timestamps, which are used to mark when insertions or updates occur in the fact table, are a common example of a technical column.

A B C D E F G H I J K L M N O P Q R S T U V W X Y Z 1 2 3 4 5 6 7 8 9
8.3.21PHP Version400msRequest Duration2MBMemory UsageGET {post}Route
  • warninglog[14:00:15] LOG.warning: Creation of dynamic property Barryvdh\Debugbar\DataFormatter\QueryFormatter:...
  • warninglog[14:00:15] LOG.warning: Creation of dynamic property Barryvdh\Debugbar\DataFormatter\QueryFormatter:...
  • warninglog[14:00:15] LOG.warning: Callables of the form ["Swift_SmtpTransport", "Swift_Transport_EsmtpTranspor...
  • warninglog[14:00:15] LOG.warning: Creation of dynamic property Barryvdh\Debugbar\DataFormatter\SimpleFormatter...
  • warninglog[14:00:15] LOG.warning: Creation of dynamic property Barryvdh\Debugbar\DataFormatter\SimpleFormatter...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: json_decode(): Passing null to parameter #1 ($json) of type string is deprec...
  • warninglog[14:00:15] LOG.warning: mt_rand(): Passing null to parameter #2 ($max) of type int is deprecated in ...
  • Booting (11.82ms)
  • Application (388ms)
  • 1 x Application (96.95%)
    388.15ms
    1 x Booting (2.95%)
    11.82ms
    7 templates were rendered
    • themes.DevBlog.content.post (resources/views/themes/DevBlog/content/post.blade.php)34blade
      Params
      0
      post
      1
      postContent
      2
      author
      3
      updated_at
      4
      bing_rich_snippet_text
      5
      bing_rich_snippet_link
      6
      bing_related_keywords
      7
      google_related_keywords
      8
      bing_news_title
      9
      bing_news_description
      10
      bing_videos
      11
      bing_images
      12
      bing_search_result_title
      13
      bing_search_result_description
      14
      bing_search_result_url
      15
      bing_paa_questions
      16
      bing_paa_answers
      17
      bing_slider_faq_questions
      18
      bing_slider_faq_answers
      19
      bing_pop_faq_questions
      20
      bing_pop_faq_answers
      21
      bing_tab_faq_questions
      22
      bing_tab_faq_answers
      23
      google_faq_questions
      24
      google_faq_answers
      25
      google_rich_snippet
      26
      google_search_result
      27
      indexedArray
      28
      total_images
      29
      total_videos
      30
      settings
      31
      url_current
      32
      menus
      33
      sidebar
    • themes.DevBlog.layouts.master (resources/views/themes/DevBlog/layouts/master.blade.php)41blade
      Params
      0
      __env
      1
      app
      2
      errors
      3
      post
      4
      postContent
      5
      author
      6
      updated_at
      7
      bing_rich_snippet_text
      8
      bing_rich_snippet_link
      9
      bing_related_keywords
      10
      google_related_keywords
      11
      bing_news_title
      12
      bing_news_description
      13
      bing_videos
      14
      bing_images
      15
      bing_search_result_title
      16
      bing_search_result_description
      17
      bing_search_result_url
      18
      bing_paa_questions
      19
      bing_paa_answers
      20
      bing_slider_faq_questions
      21
      bing_slider_faq_answers
      22
      bing_pop_faq_questions
      23
      bing_pop_faq_answers
      24
      bing_tab_faq_questions
      25
      bing_tab_faq_answers
      26
      google_faq_questions
      27
      google_faq_answers
      28
      google_rich_snippet
      29
      google_search_result
      30
      indexedArray
      31
      total_images
      32
      total_videos
      33
      settings
      34
      url_current
      35
      menus
      36
      sidebar
      37
      i
      38
      __currentLoopData
      39
      loop
      40
      item
    • themes.DevBlog.panels.head (resources/views/themes/DevBlog/panels/head.blade.php)41blade
      Params
      0
      __env
      1
      app
      2
      errors
      3
      post
      4
      postContent
      5
      author
      6
      updated_at
      7
      bing_rich_snippet_text
      8
      bing_rich_snippet_link
      9
      bing_related_keywords
      10
      google_related_keywords
      11
      bing_news_title
      12
      bing_news_description
      13
      bing_videos
      14
      bing_images
      15
      bing_search_result_title
      16
      bing_search_result_description
      17
      bing_search_result_url
      18
      bing_paa_questions
      19
      bing_paa_answers
      20
      bing_slider_faq_questions
      21
      bing_slider_faq_answers
      22
      bing_pop_faq_questions
      23
      bing_pop_faq_answers
      24
      bing_tab_faq_questions
      25
      bing_tab_faq_answers
      26
      google_faq_questions
      27
      google_faq_answers
      28
      google_rich_snippet
      29
      google_search_result
      30
      indexedArray
      31
      total_images
      32
      total_videos
      33
      settings
      34
      url_current
      35
      menus
      36
      sidebar
      37
      i
      38
      __currentLoopData
      39
      loop
      40
      item
    • themes.DevBlog.panels.header (resources/views/themes/DevBlog/panels/header.blade.php)41blade
      Params
      0
      __env
      1
      app
      2
      errors
      3
      post
      4
      postContent
      5
      author
      6
      updated_at
      7
      bing_rich_snippet_text
      8
      bing_rich_snippet_link
      9
      bing_related_keywords
      10
      google_related_keywords
      11
      bing_news_title
      12
      bing_news_description
      13
      bing_videos
      14
      bing_images
      15
      bing_search_result_title
      16
      bing_search_result_description
      17
      bing_search_result_url
      18
      bing_paa_questions
      19
      bing_paa_answers
      20
      bing_slider_faq_questions
      21
      bing_slider_faq_answers
      22
      bing_pop_faq_questions
      23
      bing_pop_faq_answers
      24
      bing_tab_faq_questions
      25
      bing_tab_faq_answers
      26
      google_faq_questions
      27
      google_faq_answers
      28
      google_rich_snippet
      29
      google_search_result
      30
      indexedArray
      31
      total_images
      32
      total_videos
      33
      settings
      34
      url_current
      35
      menus
      36
      sidebar
      37
      i
      38
      __currentLoopData
      39
      loop
      40
      item
    • themes.DevBlog.panels.navbar (resources/views/themes/DevBlog/panels/navbar.blade.php)41blade
      Params
      0
      __env
      1
      app
      2
      errors
      3
      post
      4
      postContent
      5
      author
      6
      updated_at
      7
      bing_rich_snippet_text
      8
      bing_rich_snippet_link
      9
      bing_related_keywords
      10
      google_related_keywords
      11
      bing_news_title
      12
      bing_news_description
      13
      bing_videos
      14
      bing_images
      15
      bing_search_result_title
      16
      bing_search_result_description
      17
      bing_search_result_url
      18
      bing_paa_questions
      19
      bing_paa_answers
      20
      bing_slider_faq_questions
      21
      bing_slider_faq_answers
      22
      bing_pop_faq_questions
      23
      bing_pop_faq_answers
      24
      bing_tab_faq_questions
      25
      bing_tab_faq_answers
      26
      google_faq_questions
      27
      google_faq_answers
      28
      google_rich_snippet
      29
      google_search_result
      30
      indexedArray
      31
      total_images
      32
      total_videos
      33
      settings
      34
      url_current
      35
      menus
      36
      sidebar
      37
      i
      38
      __currentLoopData
      39
      loop
      40
      item
    • themes.DevBlog.panels.footer (resources/views/themes/DevBlog/panels/footer.blade.php)41blade
      Params
      0
      __env
      1
      app
      2
      errors
      3
      post
      4
      postContent
      5
      author
      6
      updated_at
      7
      bing_rich_snippet_text
      8
      bing_rich_snippet_link
      9
      bing_related_keywords
      10
      google_related_keywords
      11
      bing_news_title
      12
      bing_news_description
      13
      bing_videos
      14
      bing_images
      15
      bing_search_result_title
      16
      bing_search_result_description
      17
      bing_search_result_url
      18
      bing_paa_questions
      19
      bing_paa_answers
      20
      bing_slider_faq_questions
      21
      bing_slider_faq_answers
      22
      bing_pop_faq_questions
      23
      bing_pop_faq_answers
      24
      bing_tab_faq_questions
      25
      bing_tab_faq_answers
      26
      google_faq_questions
      27
      google_faq_answers
      28
      google_rich_snippet
      29
      google_search_result
      30
      indexedArray
      31
      total_images
      32
      total_videos
      33
      settings
      34
      url_current
      35
      menus
      36
      sidebar
      37
      i
      38
      __currentLoopData
      39
      loop
      40
      item
    • themes.DevBlog.panels.scripts (resources/views/themes/DevBlog/panels/scripts.blade.php)41blade
      Params
      0
      __env
      1
      app
      2
      errors
      3
      post
      4
      postContent
      5
      author
      6
      updated_at
      7
      bing_rich_snippet_text
      8
      bing_rich_snippet_link
      9
      bing_related_keywords
      10
      google_related_keywords
      11
      bing_news_title
      12
      bing_news_description
      13
      bing_videos
      14
      bing_images
      15
      bing_search_result_title
      16
      bing_search_result_description
      17
      bing_search_result_url
      18
      bing_paa_questions
      19
      bing_paa_answers
      20
      bing_slider_faq_questions
      21
      bing_slider_faq_answers
      22
      bing_pop_faq_questions
      23
      bing_pop_faq_answers
      24
      bing_tab_faq_questions
      25
      bing_tab_faq_answers
      26
      google_faq_questions
      27
      google_faq_answers
      28
      google_rich_snippet
      29
      google_search_result
      30
      indexedArray
      31
      total_images
      32
      total_videos
      33
      settings
      34
      url_current
      35
      menus
      36
      sidebar
      37
      i
      38
      __currentLoopData
      39
      loop
      40
      item
    uri
    GET {post}
    middleware
    web, checkdate
    as
    post.show
    controller
    App\Http\Controllers\Frontend\json_data\PostController@show
    namespace
    where
    file
    app/Http/Controllers/Frontend/json_data/PostController.php:18-166
    7 statements were executed372ms
    • select * from `posts` where `published_at` <= '2025-06-26 14:00:15' and `slug` = 'factless-fact-table-in-data-warehouse' and `posts`.`deleted_at` is null limit 1
      2.26ms/app/Providers/RouteServiceProvider.php:54receivinghelpdeskask
      Metadata
      Bindings
      • 0. 2025-06-26 14:00:15
      • 1. factless-fact-table-in-data-warehouse
      Backtrace
      • 15. /app/Providers/RouteServiceProvider.php:54
      • 18. /vendor/laravel/framework/src/Illuminate/Routing/Router.php:842
      • 19. Route binding:39
      • 20. /vendor/laravel/framework/src/Illuminate/Pipeline/Pipeline.php:167
      • 21. /vendor/laravel/framework/src/Illuminate/Foundation/Http/Middleware/VerifyCsrfToken.php:78
    • select * from `json_post_contents` where `json_post_contents`.`post_id` = 87338 and `json_post_contents`.`post_id` is not null and `rewrite_id` = 0
      7.12msmiddleware::checkdate:30receivinghelpdeskask
      Metadata
      Bindings
      • 0. 87338
      • 1. 0
      Backtrace
      • 19. middleware::checkdate:30
      • 20. /vendor/laravel/framework/src/Illuminate/Pipeline/Pipeline.php:167
      • 21. /vendor/laravel/jetstream/src/Http/Middleware/ShareInertiaData.php:61
      • 22. /vendor/laravel/framework/src/Illuminate/Pipeline/Pipeline.php:167
      • 23. /vendor/laravel/framework/src/Illuminate/Routing/Middleware/SubstituteBindings.php:50
    • select * from `nova_menu_menus` where `slug` = 'header' limit 1
      340μs/vendor/outl1ne/nova-menu-builder/src/helpers.php:32receivinghelpdeskask
      Metadata
      Bindings
      • 0. header
      Backtrace
      • 15. /vendor/outl1ne/nova-menu-builder/src/helpers.php:32
      • 17. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 18. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 19. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:261
      • 20. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
    • select * from `nova_menu_menu_items` where `nova_menu_menu_items`.`menu_id` = 1 and `nova_menu_menu_items`.`menu_id` is not null and `parent_id` is null order by `parent_id` asc, `order` asc, `name` asc
      270μs/vendor/outl1ne/nova-menu-builder/src/Models/Menu.php:35receivinghelpdeskask
      Metadata
      Bindings
      • 0. 1
      Backtrace
      • 19. /vendor/outl1ne/nova-menu-builder/src/Models/Menu.php:35
      • 20. /vendor/outl1ne/nova-menu-builder/src/helpers.php:33
      • 22. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 23. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:261
    • select * from `nova_menu_menu_items` where `nova_menu_menu_items`.`parent_id` in (1) order by `order` asc
      190μs/vendor/outl1ne/nova-menu-builder/src/Models/Menu.php:35receivinghelpdeskask
      Metadata
      Backtrace
      • 24. /vendor/outl1ne/nova-menu-builder/src/Models/Menu.php:35
      • 25. /vendor/outl1ne/nova-menu-builder/src/helpers.php:33
      • 27. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 28. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:45
      • 29. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:261
    • select `id`, `post_title`, `slug` from `posts` where `status` = 'publish' and `posts`.`deleted_at` is null order by RAND() limit 10
      361ms/app/View/Composers/SidebarView.php:22receivinghelpdeskask
      Metadata
      Bindings
      • 0. publish
      Backtrace
      • 14. /app/View/Composers/SidebarView.php:22
      • 15. /app/View/Composers/SidebarView.php:12
      • 16. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:124
      • 17. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:162
      • 20. /vendor/laravel/framework/src/Illuminate/View/Concerns/ManagesEvents.php:177
    • select * from `fake_users` where `fake_users`.`id` = 37910 limit 1
      590μsview::2dd102cf0462e89a4d4d8bc77355d767652bf9aa:15receivinghelpdeskask
      Metadata
      Bindings
      • 0. 37910
      Backtrace
      • 21. view::2dd102cf0462e89a4d4d8bc77355d767652bf9aa:15
      • 23. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:108
      • 24. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 25. /vendor/livewire/livewire/src/ComponentConcerns/RendersLivewireComponents.php:69
      • 26. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:61
    App\Models\FakeUser
    1
    Outl1ne\MenuBuilder\Models\MenuItem
    1
    Outl1ne\MenuBuilder\Models\Menu
    1
    App\Models\JsonPostContent
    1
    App\Models\Post
    11
        _token
        fzQNYqSoGBn53jqUt0OGW3RkYdHcsJiLPs516U3R
        _previous
        array:1 [ "url" => "https://receivinghelpdesk.com/ask/factless-fact-table-in-data-warehouse" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /factless-fact-table-in-data-warehouse
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
        array:25 [ "cookie" => array:1 [ 0 => "_pk_id.64.7c30=f166e1caf404534e.1750926603.; _pk_ses.64.7c30=1; XSRF-TOKEN=eyJpdiI6IkhCcytFdXhmcGpNR0YweXpyTlNLZHc9PSIsInZhbHVlIjoia2ZtK3VHbm9DazBCcnhUeUVwRlFiaHpWZW5NZ0taMldkV29Xc1ZCcSsyMi9LSWxHZHRpd2NncmhZTWFkbEp5THJLUThMQzduVnZHd1E5dXlMcFdqZnpuTnhaL0JSYmlLbDFDY21RZmdMU2JNY3JrT2o0SVJZaC9PeU1DSW9KTlQiLCJtYWMiOiJmNjc4OWQyMTk4MTY3Mzk2MDkzNGNiNDczMTYyYmQzNWNlODBkZDc1MTFhMTEwYjk1ZjAxYzAwMmNjZDI1MTFhIiwidGFnIjoiIn0%3D; askhelpdesk_session=eyJpdiI6Ik1DRkVMR2hBbURXWnQ0bEtjbEF4N1E9PSIsInZhbHVlIjoiUk9iazRBL2MvMnlSMFA4SlJwMXh1Z0dLODJGcloyV1dEeHEvN0tqNHhJYnBUWkdaVlZuV1drUll6K2szRXp5WEFtMWZYQnYxUWE3MmFEWDlRY3VNTGpsR3lyeUY2ZmI2QW13VmptV0xXY0I4UGM5cisrQmdGY0ROZDQxSHFLV3giLCJtYWMiOiI0NjVmYTIzOTY3ODIxYjI5ZGNjYWVmZGNhMWNmM2VjNDE1YWZkNzA3MDc2NmZiNTViNzQzNDhmOWZjMWI3OGM1IiwidGFnIjoiIn0%3D_pk_id.64.7c30=f166e1caf404534e.1750926603.; _pk_ses.64.7c30=1; XSRF-TOKEN=eyJpdiI6IkhCcytFdXhmcGpNR0YweXpyTlNLZHc9PSIsInZhbHVlIjoia2ZtK3VHbm9DazBCcnhUeUVwRlFia" ] "cf-ipcountry" => array:1 [ 0 => "US" ] "cf-connecting-ip" => array:1 [ 0 => "216.73.216.65" ] "cdn-loop" => array:1 [ 0 => "cloudflare; loops=1" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "accept" => array:1 [ 0 => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "sec-ch-ua-mobile" => array:1 [ 0 => "?0" ] "sec-ch-ua" => array:1 [ 0 => ""Chromium";v="130", "HeadlessChrome";v="130", "Not?A_Brand";v="99"" ] "cache-control" => array:1 [ 0 => "no-cache" ] "pragma" => array:1 [ 0 => "no-cache" ] "accept-encoding" => array:1 [ 0 => "gzip, br" ] "cf-ray" => array:1 [ 0 => "955b57720ff77dda-ORD" ] "priority" => array:1 [ 0 => "u=0, i" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "cf-visitor" => array:1 [ 0 => "{"scheme":"https"}" ] "connection" => array:1 [ 0 => "close" ] "x-forwarded-proto" => array:1 [ 0 => "https" ] "x-forwarded-for" => array:1 [ 0 => "216.73.216.65, 172.70.127.94" ] "x-server-addr" => array:1 [ 0 => "154.12.239.204" ] "host" => array:1 [ 0 => "receivinghelpdesk.com" ] ]
        request_server
        0 of 0
        array:56 [ "USER" => "runcloud" "HOME" => "/home/runcloud" "SCRIPT_NAME" => "/ask/index.php" "REQUEST_URI" => "/ask/factless-fact-table-in-data-warehouse" "QUERY_STRING" => "" "REQUEST_METHOD" => "GET" "SERVER_PROTOCOL" => "HTTP/1.0" "GATEWAY_INTERFACE" => "CGI/1.1" "REDIRECT_URL" => "/ask/factless-fact-table-in-data-warehouse" "REMOTE_PORT" => "37198" "SCRIPT_FILENAME" => "/home/runcloud/webapps/ReceivingHelpDesk/ask/index.php" "SERVER_ADMIN" => "you@example.com" "CONTEXT_DOCUMENT_ROOT" => "/home/runcloud/webapps/ReceivingHelpDesk/" "CONTEXT_PREFIX" => "" "REQUEST_SCHEME" => "http" "DOCUMENT_ROOT" => "/home/runcloud/webapps/ReceivingHelpDesk/" "REMOTE_ADDR" => "172.70.127.94" "SERVER_PORT" => "80" "SERVER_ADDR" => "127.0.0.1" "SERVER_NAME" => "receivinghelpdesk.com" "SERVER_SOFTWARE" => "Apache/2.4.63 (Unix) OpenSSL/1.1.1f" "SERVER_SIGNATURE" => "" "LD_LIBRARY_PATH" => "/RunCloud/Packages/apache2-rc/lib" "PATH" => "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin" "HTTP_COOKIE" => "_pk_id.64.7c30=f166e1caf404534e.1750926603.; _pk_ses.64.7c30=1; XSRF-TOKEN=eyJpdiI6IkhCcytFdXhmcGpNR0YweXpyTlNLZHc9PSIsInZhbHVlIjoia2ZtK3VHbm9DazBCcnhUeUVwRlFiaHpWZW5NZ0taMldkV29Xc1ZCcSsyMi9LSWxHZHRpd2NncmhZTWFkbEp5THJLUThMQzduVnZHd1E5dXlMcFdqZnpuTnhaL0JSYmlLbDFDY21RZmdMU2JNY3JrT2o0SVJZaC9PeU1DSW9KTlQiLCJtYWMiOiJmNjc4OWQyMTk4MTY3Mzk2MDkzNGNiNDczMTYyYmQzNWNlODBkZDc1MTFhMTEwYjk1ZjAxYzAwMmNjZDI1MTFhIiwidGFnIjoiIn0%3D; askhelpdesk_session=eyJpdiI6Ik1DRkVMR2hBbURXWnQ0bEtjbEF4N1E9PSIsInZhbHVlIjoiUk9iazRBL2MvMnlSMFA4SlJwMXh1Z0dLODJGcloyV1dEeHEvN0tqNHhJYnBUWkdaVlZuV1drUll6K2szRXp5WEFtMWZYQnYxUWE3MmFEWDlRY3VNTGpsR3lyeUY2ZmI2QW13VmptV0xXY0I4UGM5cisrQmdGY0ROZDQxSHFLV3giLCJtYWMiOiI0NjVmYTIzOTY3ODIxYjI5ZGNjYWVmZGNhMWNmM2VjNDE1YWZkNzA3MDc2NmZiNTViNzQzNDhmOWZjMWI3OGM1IiwidGFnIjoiIn0%3D_pk_id.64.7c30=f166e1caf404534e.1750926603.; _pk_ses.64.7c30=1; XSRF-TOKEN=eyJpdiI6IkhCcytFdXhmcGpNR0YweXpyTlNLZHc9PSIsInZhbHVlIjoia2ZtK3VHbm9DazBCcnhUeUVwRlFia" "HTTP_CF_IPCOUNTRY" => "US" "HTTP_CF_CONNECTING_IP" => "216.73.216.65" "HTTP_CDN_LOOP" => "cloudflare; loops=1" "HTTP_SEC_FETCH_MODE" => "navigate" "HTTP_SEC_FETCH_SITE" => "none" "HTTP_ACCEPT" => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" "HTTP_USER_AGENT" => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" "HTTP_UPGRADE_INSECURE_REQUESTS" => "1" "HTTP_SEC_CH_UA_PLATFORM" => ""Windows"" "HTTP_SEC_CH_UA_MOBILE" => "?0" "HTTP_SEC_CH_UA" => ""Chromium";v="130", "HeadlessChrome";v="130", "Not?A_Brand";v="99"" "HTTP_CACHE_CONTROL" => "no-cache" "HTTP_PRAGMA" => "no-cache" "HTTP_ACCEPT_ENCODING" => "gzip, br" "HTTP_CF_RAY" => "955b57720ff77dda-ORD" "HTTP_PRIORITY" => "u=0, i" "HTTP_SEC_FETCH_DEST" => "document" "HTTP_SEC_FETCH_USER" => "?1" "HTTP_CF_VISITOR" => "{"scheme":"https"}" "HTTP_CONNECTION" => "close" "HTTP_X_FORWARDED_PROTO" => "https" "HTTP_X_FORWARDED_FOR" => "216.73.216.65, 172.70.127.94" "HTTP_X_SERVER_ADDR" => "154.12.239.204" "HTTP_HOST" => "receivinghelpdesk.com" "HTTPS" => "on" "REDIRECT_STATUS" => "200" "REDIRECT_HTTPS" => "on" "FCGI_ROLE" => "RESPONDER" "PHP_SELF" => "/ask/index.php" "REQUEST_TIME_FLOAT" => 1750926615.3834 "REQUEST_TIME" => 1750926615 ]
        request_cookies
        0 of 0
        array:4 [ "_pk_id_64_7c30" => null "_pk_ses_64_7c30" => null "XSRF-TOKEN" => "fzQNYqSoGBn53jqUt0OGW3RkYdHcsJiLPs516U3R" "askhelpdesk_session" => "Pve2088iRjWM9j4fnuXShUNkFZFWJmLGC3oKgNKc" ]
        response_headers
        0 of 0
        array:7 [ "content-type" => array:1 [ 0 => "text/html; charset=UTF-8" ] "cache-control" => array:1 [ 0 => "private, must-revalidate" ] "date" => array:1 [ 0 => "Thu, 26 Jun 2025 08:30:15 GMT" ] "pragma" => array:1 [ 0 => "no-cache" ] "expires" => array:1 [ 0 => -1 ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IlBpZ1RHdWV6dVAwUFdYRG05VlFvNWc9PSIsInZhbHVlIjoiVmx3TW8xWmhUL2tEM0VDTmZOZDBBQk1UR0tuakM5TDhsWXJrSXZDRU9GTzd3NjdlR2FkekdKNUU1QUI2UDZLc1BMTmdzQ3NxS0t4WEl0SkhXeSswL002b3NaSmJ5aGF1TEszSk9SVjBtV2N4eEhYZmRqV1RKQ1FtaHhQbXNDclIiLCJtYWMiOiIzYjBjYTk5ZDdkYzBiYTcwY2Q1OTNiZjI2NzFlYjcwZjIzZTNiNWRlZTNkN2FhMjllMmQ1YWI3ODllZGMxMDliIiwidGFnIjoiIn0%3D; expires=Thu, 26-Jun-2025 10:30:15 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6IlBpZ1RHdWV6dVAwUFdYRG05VlFvNWc9PSIsInZhbHVlIjoiVmx3TW8xWmhUL2tEM0VDTmZOZDBBQk1UR0tuakM5TDhsWXJrSXZDRU9GTzd3NjdlR2FkekdKNUU1QUI2UDZLc1BMTmdzQ" 1 => "askhelpdesk_session=eyJpdiI6IkIvY3Y4NDBDY0hTbUw1Y0VUNldHOUE9PSIsInZhbHVlIjoiUVFOVGNCT0pJRXdKVkVFZkIvWkxJRyt0M3VSckpaSjFpYy9JRzhhZGVMcENta2F1RjNwV0kyelZpdnhiV3Jkc1M2M0FDd0RYeVV5UnAwUXZqTzVSWXpVYUdoL2YwUThCVE05eUJxU0Q4VVlya0wvV015M0gyQ0RnZDIxT0haZ1MiLCJtYWMiOiJiYjFiMzUwMDM2OWYxMjFkYWEwY2NhYmE2MTA5NTgxODQ2MGNjZDJjMmI0YmMzY2U3MTMxNzI5YjQ4YjZjZWE3IiwidGFnIjoiIn0%3D; expires=Thu, 26-Jun-2025 10:30:15 GMT; Max-Age=7200; path=/; httponly; samesite=laxaskhelpdesk_session=eyJpdiI6IkIvY3Y4NDBDY0hTbUw1Y0VUNldHOUE9PSIsInZhbHVlIjoiUVFOVGNCT0pJRXdKVkVFZkIvWkxJRyt0M3VSckpaSjFpYy9JRzhhZGVMcENta2F1RjNwV0kyelZpdnhiV3Jk" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IlBpZ1RHdWV6dVAwUFdYRG05VlFvNWc9PSIsInZhbHVlIjoiVmx3TW8xWmhUL2tEM0VDTmZOZDBBQk1UR0tuakM5TDhsWXJrSXZDRU9GTzd3NjdlR2FkekdKNUU1QUI2UDZLc1BMTmdzQ3NxS0t4WEl0SkhXeSswL002b3NaSmJ5aGF1TEszSk9SVjBtV2N4eEhYZmRqV1RKQ1FtaHhQbXNDclIiLCJtYWMiOiIzYjBjYTk5ZDdkYzBiYTcwY2Q1OTNiZjI2NzFlYjcwZjIzZTNiNWRlZTNkN2FhMjllMmQ1YWI3ODllZGMxMDliIiwidGFnIjoiIn0%3D; expires=Thu, 26-Jun-2025 10:30:15 GMT; path=/XSRF-TOKEN=eyJpdiI6IlBpZ1RHdWV6dVAwUFdYRG05VlFvNWc9PSIsInZhbHVlIjoiVmx3TW8xWmhUL2tEM0VDTmZOZDBBQk1UR0tuakM5TDhsWXJrSXZDRU9GTzd3NjdlR2FkekdKNUU1QUI2UDZLc1BMTmdzQ" 1 => "askhelpdesk_session=eyJpdiI6IkIvY3Y4NDBDY0hTbUw1Y0VUNldHOUE9PSIsInZhbHVlIjoiUVFOVGNCT0pJRXdKVkVFZkIvWkxJRyt0M3VSckpaSjFpYy9JRzhhZGVMcENta2F1RjNwV0kyelZpdnhiV3Jkc1M2M0FDd0RYeVV5UnAwUXZqTzVSWXpVYUdoL2YwUThCVE05eUJxU0Q4VVlya0wvV015M0gyQ0RnZDIxT0haZ1MiLCJtYWMiOiJiYjFiMzUwMDM2OWYxMjFkYWEwY2NhYmE2MTA5NTgxODQ2MGNjZDJjMmI0YmMzY2U3MTMxNzI5YjQ4YjZjZWE3IiwidGFnIjoiIn0%3D; expires=Thu, 26-Jun-2025 10:30:15 GMT; path=/; httponlyaskhelpdesk_session=eyJpdiI6IkIvY3Y4NDBDY0hTbUw1Y0VUNldHOUE9PSIsInZhbHVlIjoiUVFOVGNCT0pJRXdKVkVFZkIvWkxJRyt0M3VSckpaSjFpYy9JRzhhZGVMcENta2F1RjNwV0kyelZpdnhiV3Jk" ] ]
        session_attributes
        0 of 0
        array:4 [ "_token" => "fzQNYqSoGBn53jqUt0OGW3RkYdHcsJiLPs516U3R" "_previous" => array:1 [ "url" => "https://receivinghelpdesk.com/ask/factless-fact-table-in-data-warehouse" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]