diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..c2c93ac4
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,38 @@
+repos:
+- repo: https://github.com/pre-commit/pre-commit-hooks
+  rev: v4.6.0
+  hooks:
+    - id: check-yaml
+    - id: end-of-file-fixer
+    - id: trailing-whitespace
+- repo: https://github.com/sqlfluff/sqlfluff
+  rev: 3.1.1 # ensure version matches your Pipfile
+  hooks:
+    - id: sqlfluff-lint
+      additional_dependencies: [
+        'dbt-snowflake==1.8.3',
+        'sqlfluff-templater-dbt==3.1.1' # ensure version matches your Pipfile
+      ]
+    - id: sqlfluff-fix
+      stages: [manual]  # this command is available only to run manually
+      additional_dependencies: [
+        'dbt-snowflake==1.8.3',
+        'sqlfluff-templater-dbt==3.1.1' # ensure version matches your Pipfile
+      ]
+- repo: https://github.com/dbt-checkpoint/dbt-checkpoint
+  rev: v2.0.3
+  hooks:
+  - id: dbt-compile # Compiles dbt (necessary for future hooks)
+  - id: dbt-docs-generate # Generates the dbt docs (necessary for some future hooks)
+  - id: check-source-table-has-description # Ensures all source tables have descriptions
+  - id: check-column-desc-are-same # Ensures all models have the same descriptions for the same column names.
+  - id: check-model-has-tests # Ensures all models have at least 2 tests
+    args: ["--test-cnt", "2", "--"]
+    files: ^models/
+  - id: check-script-semicolon # Ensure that the model does not have a semicolon at the end of the file.
+  - id: check-script-has-no-table-name # Ensures models only use source or ref macro to specify the table name.
+  - id: check-model-has-all-columns # Ensures that mart models have all columns in the database also specified in the .yml
+    files: ^models/marts
+  - id: check-model-tags  # Ensures that models inside the core folder have specified tags
+    args: ["--tags", "hourly,daily,weekly,monthly","--"]
+    files: ^models/marts/core
diff --git a/Pipfile b/Pipfile
new file mode 100644
index 00000000..470d0971
--- /dev/null
+++ b/Pipfile
@@ -0,0 +1,14 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+dbt-core = "==1.8.3"
+dbt-snowflake = "==1.8.3"
+sqlfluff = "==3.1.1"
+sqlfluff-templater-dbt = "==3.1.1"
+pre-commit = "==3.8.0"
+
+[requires]
+python_version = "3.12"
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 00000000..ca2fb2f6
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,1378 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "c2caf70375c1ceef042847ddc9c585ad78845ccce52e22238a9d4b9fe6c57354"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.12"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "agate": {
+            "hashes": [
+                "sha256:1cf329510b3dde07c4ad1740b7587c9c679abc3dcd92bb1107eabc10c2e03c50",
+                "sha256:bc60880c2ee59636a2a80cd8603d63f995be64526abf3cbba12f00767bcd5b3d"
+            ],
+            "version": "==1.9.1"
+        },
+        "annotated-types": {
+            "hashes": [
+                "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
+                "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.7.0"
+        },
+        "appdirs": {
+            "hashes": [
+                "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41",
+                "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"
+            ],
+            "version": "==1.4.4"
+        },
+        "asn1crypto": {
+            "hashes": [
+                "sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c",
+                "sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67"
+            ],
+            "version": "==1.5.1"
+        },
+        "attrs": {
+            "hashes": [
+                "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346",
+                "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==24.2.0"
+        },
+        "babel": {
+            "hashes": [
+                "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b",
+                "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.16.0"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8",
+                "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2024.8.30"
+        },
+        "cffi": {
+            "hashes": [
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+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.17.1"
+        },
+        "cfgv": {
+            "hashes": [
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+            "version": "==3.4.0"
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+                "sha256:f60012a73aa396be721558caa3a6fd49b3dd0033d1675c6d59c4502e870fcf0c",
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+                "sha256:fa518bcd7600c584bf42e6617ee8132869e877db2f76bcdc281ec6a4113a53ab",
+                "sha256:faefcc78f53a88f3076b7f8be0a8f8d35133a3ecf7f3770895c25f8813460f08",
+                "sha256:fcaeb7b57f1a1e071ebd748984359fef83ecb026325b9d4ca847c95bc7311c92",
+                "sha256:fd2d84f40633bc475ef2d5490b9c19543fbf18596dcb1b291e3a12ea5d722f7a",
+                "sha256:fdfc3a892927458d98f3d55428ae46b921d1f7543b89382fdb483f5640daaec8"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.20.0"
+        },
+        "secretstorage": {
+            "hashes": [
+                "sha256:2403533ef369eca6d2ba81718576c5e0f564d5cca1b58f73a8b23e7d4eeebd77",
+                "sha256:f356e6628222568e3af06f2eba8df495efa13b3b63081dafd4f7d9a7b7bc9f99"
+            ],
+            "markers": "sys_platform == 'linux'",
+            "version": "==3.3.3"
+        },
+        "six": {
+            "hashes": [
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
+        },
+        "snowflake-connector-python": {
+            "extras": [
+                "secure-local-storage"
+            ],
+            "hashes": [
+                "sha256:0114370c274ed64fe4aee2333b01e9ff88272837bdaa65fb3a3ee4820dca61b4",
+                "sha256:226a714eb68bbae328fe49b705ecb304fbd44ea6a7afbb329ba3c389ac9111bc",
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+                "sha256:4a4bc4212db73feab5a79ad28b1d03743cbe48df1e346d219747afde5425c35d",
+                "sha256:4bfb5fe8db051771480059ffddd5127653f4ac1168c76293655da33c2a2904d7",
+                "sha256:7319f63c09efed853d7652cbb38ecc23068e86dbce8340444056787993a854d9",
+                "sha256:7e5d7a0f1b827304b3ba250fa98c25385a7158ea5333e7857cda2ea91433a354",
+                "sha256:93e79497ae0f0be1a10cf2649900db0011e391ede47cbef2803814c32e1d63d6",
+                "sha256:a1ead374d96cf21cb249bf91fe814ab1e1baaa3c3f2391116ccefab8bfa36374",
+                "sha256:a56f9df9db2b03caf9bc7a45f51d7cdfe307b5e2cde7edaa93b67c2d81789db6",
+                "sha256:a8ba32c91ebf4de6d3f981cfd6324fb4b833696b639c350f5e5984371957e6f9",
+                "sha256:b06c63ec0381df1f4da6c4326330a1a40c8fc21fd3dcc2f58df4de395d676893",
+                "sha256:bddc4cdcd991f9538726a7c293d2637bb5aed43db68246e06c92c49a6df2b692",
+                "sha256:c0979324bd96019f500f6c987d4720c9e4d7176df54b1b5aa96875be8c8ff57b",
+                "sha256:c889a85966ec6a3384799e594e97301a4be0705d7763a5177104866b75383d8c",
+                "sha256:cde5643d8237fc109fed68c6a806297ebe3adeb56ac6865430a78fcaba27f2ef",
+                "sha256:d1061af4a3a3e66b0c99ab0f8bae5eda28e6324618143b3f5b2d81d1649b8557",
+                "sha256:d231f0d5fb8d7a96b9ab5e9500035bd9f259c80d4b3c482163d156928fb0e546",
+                "sha256:d7f8699ff60924105253e465a54ad150469ddf65082ce029387d65ca404a46cc",
+                "sha256:d9f1bc6b35344b170e2fb30314aa64709b28539084be88e95aacf094e13259eb",
+                "sha256:dadd262196cce0132ca7e766f055e00c00497a88fdf83fd48143eb4a469a4527",
+                "sha256:e43b7d4b4488ecd97b5bf62539cc502d7e84d8215c547eaeb4dd928c0b7212b9",
+                "sha256:f86b42a076e14900dc6af2f096343ccf4314d324e7e1153b667d6ee53c60334b"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.12.1"
+        },
+        "sortedcontainers": {
+            "hashes": [
+                "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88",
+                "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"
+            ],
+            "version": "==2.4.0"
+        },
+        "sqlfluff": {
+            "hashes": [
+                "sha256:c94429bb2af65064ea51920d288b892fc12a9a2442340042fd62676387072c46",
+                "sha256:d910bb62ff3352265b8e0053f68748cb74e1468fb07d8af9bf942ea968635e7d"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==3.1.1"
+        },
+        "sqlfluff-templater-dbt": {
+            "hashes": [
+                "sha256:899330ffca658f154f64edd0e7608d6dbe2fd75959880e7f7f0f0cc19dc28577",
+                "sha256:f06ea8c44fd732ab66b225e51db4d0ea828386320c86f51cd0a685b47e2d71f7"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==3.1.1"
+        },
+        "sqlparse": {
+            "hashes": [
+                "sha256:773dcbf9a5ab44a090f3441e2180efe2560220203dc2f8c0b0fa141e18b505e4",
+                "sha256:bb6b4df465655ef332548e24f08e205afc81b9ab86cb1c45657a7ff173a3a00e"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.5.1"
+        },
+        "tblib": {
+            "hashes": [
+                "sha256:80a6c77e59b55e83911e1e607c649836a69c103963c5f28a46cbeef44acf8129",
+                "sha256:93622790a0a29e04f0346458face1e144dc4d32f493714c6c3dff82a4adb77e6"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.0.0"
+        },
+        "text-unidecode": {
+            "hashes": [
+                "sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8",
+                "sha256:bad6603bb14d279193107714b288be206cac565dfa49aa5b105294dd5c4aab93"
+            ],
+            "version": "==1.3"
+        },
+        "tomlkit": {
+            "hashes": [
+                "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde",
+                "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.2"
+        },
+        "tqdm": {
+            "hashes": [
+                "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd",
+                "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==4.66.5"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
+                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.12.2"
+        },
+        "tzdata": {
+            "hashes": [
+                "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
+                "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==2024.1"
+        },
+        "urllib3": {
+            "hashes": [
+                "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472",
+                "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.2.2"
+        },
+        "virtualenv": {
+            "hashes": [
+                "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a",
+                "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==20.26.3"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064",
+                "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.20.1"
+        }
+    },
+    "develop": {}
+}
diff --git a/dbt_project.yml b/dbt_project.yml
index ef606e77..dc53c507 100644
--- a/dbt_project.yml
+++ b/dbt_project.yml
@@ -44,4 +44,4 @@ seeds:
     dbt_project_evaluator_exceptions:
       +enabled: false
 
-# on-run-end: "{{ dbt_project_evaluator.print_dbt_project_evaluator_issues() }}"
+on-run-end: "{{ dbt_project_evaluator.print_dbt_project_evaluator_issues() }}"
diff --git a/macros/lagging_over_column.sql b/macros/lagging_over_column.sql
new file mode 100644
index 00000000..b6541384
--- /dev/null
+++ b/macros/lagging_over_column.sql
@@ -0,0 +1,18 @@
+{% macro lagging_over_column(
+    column_name,
+    partition_by_first_column,
+    order_by,
+    coalesce_value,
+    new_name_column,
+    partition_by_second_column=none) %}
+
+    COALESCE(LAG( {{ column_name }} ) OVER (
+        {% if partition_by_second_column is not none %}
+            PARTITION BY {{ partition_by_first_column }}, {{ partition_by_second_column }}
+        {% else %}
+            PARTITION BY {{ partition_by_first_column }}
+        {% endif %}
+
+        ORDER BY {{ order_by }}), {{ coalesce_value }}
+    ) AS  {{ new_name_column }}
+{% endmacro %}
diff --git a/macros/lagging_over_column.yml b/macros/lagging_over_column.yml
new file mode 100644
index 00000000..dcf9276b
--- /dev/null
+++ b/macros/lagging_over_column.yml
@@ -0,0 +1,24 @@
+version: 2
+
+macros:
+  - name: lagging_over_column
+    description: A macro applies lagging function to the specified column and allows to coalesce null with a defined value.
+    arguments:
+      - name: column_name
+        type: string
+        description: The name of the column that needs to be lagged.
+      - name: partition_by_first_column
+        type: string
+        description: The first grouping column.
+      - name: order_by
+        type: string
+        description: Ordering column (created_at as a default value).
+      - name: coalesce_value
+        type: string
+        description: Value that should be used instead of null.
+      - name: new_name_column
+        type: string
+        description: Name of the column returned by the macro.
+      - name: partition_by_second_column
+        type: string
+        description: The second grouping column (none by default).
diff --git a/macros/rolling_aggregations_over_time.sql b/macros/rolling_aggregations_over_time.sql
new file mode 100644
index 00000000..a07e4214
--- /dev/null
+++ b/macros/rolling_aggregations_over_time.sql
@@ -0,0 +1,17 @@
+{% macro rolling_aggregations_over_time(
+    column_name,
+    aggregation_type=avg,
+    time_window=7,
+    partition_by=none,
+    order_by='created_at') %}
+
+    {{ aggregation_type }}( {{ column_name }} ) OVER (
+        {% if partition_by is not none %}
+            PARTITION BY {{ partition_by }}
+        {% endif %}
+
+        ORDER BY {{ order_by }}
+
+        ROWS BETWEEN {{ time_window }} PRECEDING AND CURRENT ROW
+    ) AS {{ aggregation_type }}_{{ time_window }}_periods_{{ column_name }}
+{% endmacro %}
diff --git a/macros/rolling_aggregations_over_time.yml b/macros/rolling_aggregations_over_time.yml
new file mode 100644
index 00000000..c972cf71
--- /dev/null
+++ b/macros/rolling_aggregations_over_time.yml
@@ -0,0 +1,21 @@
+version: 2
+
+macros:
+  - name: rolling_aggregations_over_time
+    description: A macro calculates an aggregation over a specified time window.
+    arguments:
+      - name: column_name
+        type: string
+        description: The name of the column to which an aggregation function is applied.
+      - name: aggregation_type
+        type: string
+        description: Type of an aggregation (average is set as default).
+      - name: time_window
+        type: integer
+        description: Time window of an aggregation.
+      - name: partition_by
+        type: string
+        description: Grouping column (none value as a default).
+      - name: order_by
+        type: string
+        description: Ordering column (created_at as a default value).
diff --git a/models/docs/docs_bingeflix.md b/models/docs/docs_bingeflix.md
index a22b2349..294fecc9 100644
--- a/models/docs/docs_bingeflix.md
+++ b/models/docs/docs_bingeflix.md
@@ -1,9 +1,134 @@
 # Bingeflix Docs
 This file contains doumentation for Bingeflix data sources.
 
+## Events
+
+This section contains documentation on events.
+
+{% docs bingeflix_events %} 
+This table contains information about the behavioral events of users while they interact with the platform.
+{% enddocs %}
+
+{% docs bingeflix_column_session_id %}
+The unique identifier of the session in the Bingeflix application.
+{% enddocs %}
+
+{% docs bingeflix_column_event_created_at %}
+When the event was logged.
+{% enddocs %}
+
+{% docs bingeflix_column_event_name %}
+The name of the event.
+{% enddocs %}
+
+{% docs bingeflix_column_event_id %}
+The unique identifier of the event.
+{% enddocs %}
+
+## Subscription plans
+
+This section contains documentation on subscription plans.
+
+{% docs bingeflix_subscription_plans %} 
+This table contains information on users' subscription plans.
+{% enddocs %}
+
+{% docs bingeflix_column_subscription_plan_id %}
+The unique identifier of the subscription plan.
+{% enddocs %}
+
+{% docs bingeflix_column_plan_name %}
+The name of the subscription plan.
+{% enddocs %}
+
+{% docs bingeflix_column_payment_period %}
+The user's payment period.
+{% enddocs %}
+
+## Subscriptions
+
+This section contains documentation on subscriptions.
+
+{% docs bingeflix_subscriptions %} 
+This table contains information on users' subscriptions.
+{% enddocs %}
+
+{% docs bingeflix_column_subscription_id %}
+The unique identifier of the subscription.
+{% enddocs %}
+
+{% docs bingeflix_column_starts_at %}
+When the subscription started.
+{% enddocs %}
+
+{% docs bingeflix_column_ends_at %}
+When the subscription ends.
+{% enddocs %}
+
+{% docs bingeflix_column_pricing %}
+The monthly cost of the subscription.
+{% enddocs %}
+
+{% docs bingeflix_column_billing_period %}
+The cadence of the billing period.
+{% enddocs %}
+
+
 ## Users
 This section contains documentation from the Bingeflix Users table.
 
+{% docs bingeflix_users %} 
+This table contains information on all users. 
+{% enddocs %}
+
 {% docs bingeflix_column_user_id %}
-The unique identifier of the Bingeflix user. A user is created when...
+The unique identifier of the Bingeflix user.
+{% enddocs %}
+
+{% docs bingeflix_column_created_at %}
+When the user account was created.
+{% enddocs %}
+
+{% docs bingeflix_column_phone_number %}
+The user's phone number.
+{% enddocs %}
+
+{% docs bingeflix_column_deleted_at %}
+When the user's account was deleted.
+{% enddocs %}
+
+{% docs bingeflix_column_username %}
+The username associated with the user.
+{% enddocs %}
+
+{% docs bingeflix_column_name %}
+The full name of the user (first and last).
+{% enddocs %}
+
+{% docs bingeflix_column_sex %}
+The user's gender.
+{% enddocs %}
+
+{% docs bingeflix_column_email %}
+The user's email address.
+{% enddocs %}
+
+{% docs bingeflix_column_birthdate %}
+The user's bithdate.
+{% enddocs %}
+
+{% docs bingeflix_column_current_age %}
+The user's current age.
+{% enddocs %}
+
+{% docs bingeflix_column_age_at_acquisition %}
+The age of the user when they became a Bingeflix user.
+{% enddocs %}
+
+{% docs bingeflix_column_region %}
+The region where the user lives.
+{% enddocs %}
+
+{% docs bingeflix_column_country %}
+The country where the user lives.
 {% enddocs %}
diff --git a/models/marts/core/dim_users_max_14_days.sql b/models/marts/core/dim_users_max_14_days.sql
new file mode 100644
index 00000000..6d5bfda0
--- /dev/null
+++ b/models/marts/core/dim_users_max_14_days.sql
@@ -0,0 +1,55 @@
+WITH
+
+users AS (
+    SELECT
+        *
+    FROM
+        {{ ref('stg_bingeflix__users') }}
+),
+
+users_subscription_facts AS (
+    SELECT
+        user_id,
+        MIN(starts_at) AS first_subscription_starts_at,
+        COUNT(DISTINCT subscription_id) AS count_of_subscriptions
+    FROM
+        {{ ref('stg_bingeflix__subscriptions') }}
+    GROUP BY 1
+),
+
+final AS (
+    SELECT
+        u.user_id,
+        created_at,
+        phone_number,
+        deleted_at,
+        username,
+        name,
+        sex,
+        email,
+        birthdate,
+        TRUNCATE(DATEDIFF(MONTH, birthdate, CURRENT_DATE)/12) AS current_age,
+        TRUNCATE(DATEDIFF(MONTH, birthdate, created_at)/12) AS age_at_acquisition,
+        region,
+        country,
+        usf.first_subscription_starts_at,
+        usf.count_of_subscriptions
+    FROM
+        users AS u
+        LEFT JOIN users_subscription_facts AS usf ON u.user_id = usf.user_id
+)
+
+SELECT
+
+    region,
+    country,
+    created_at,
+
+    {{ rolling_aggregations_over_time(
+        column_name='count_of_subscriptions',
+        aggregation_type='max',
+        time_window=14,
+        partition_by='region'
+    ) }}
+
+FROM final
diff --git a/models/marts/core/dim_users_max_14_days.yml b/models/marts/core/dim_users_max_14_days.yml
new file mode 100644
index 00000000..da9ec4d4
--- /dev/null
+++ b/models/marts/core/dim_users_max_14_days.yml
@@ -0,0 +1,24 @@
+models:
+  - name: dim_users_max_14_days
+    description: This model contains information on maximum number of subscriptions for regions and countries with a rollout of 14 days.
+    columns:
+
+      - name: created_at
+        description: When the user account was created.
+        data_tests:
+          - not_null
+
+      - name: region
+        description: Where the user lives.
+        data_tests:
+          - not_null
+
+      - name: country
+        description: Where the user lives.
+        data_tests:
+          - not_null
+
+      - name: max_14_periods_count_of_subscriptions
+        description: Maximum number of subscriptions for the last 14 days.
+        data_tests:
+          - not_null
diff --git a/models/marts/core/fct_events.yml b/models/marts/core/fct_events.yml
new file mode 100644
index 00000000..35ea7c3e
--- /dev/null
+++ b/models/marts/core/fct_events.yml
@@ -0,0 +1,31 @@
+models:
+  - name: fct_events
+    description: This model contains information about Bingeflix events.
+    columns:
+      - name: session_id
+        description: '{{ doc("bingeflix_column_session_id") }}'
+        data_tests:
+          - not_null
+
+      - name: created_at
+        description: '{{ doc("bingeflix_column_event_created_at") }}'
+        data_tests:
+          - not_null
+
+      - name: user_id
+        description: '{{ doc("bingeflix_column_user_id") }}'
+        data_tests:
+          - not_null
+
+      - name: event_name
+        description: '{{ doc("bingeflix_column_event_name") }}'
+        data_tests:
+          - not_null
+
+      - name: event_id
+        description: '{{ doc("bingeflix_column_event_id") }}'
+        data_tests:
+          - unique
+          - not_null
+
+
diff --git a/models/marts/finance/mrr.sql b/models/marts/finance/fct_mrr.sql
similarity index 86%
rename from models/marts/finance/mrr.sql
rename to models/marts/finance/fct_mrr.sql
index 8dacb53f..baa17656 100644
--- a/models/marts/finance/mrr.sql
+++ b/models/marts/finance/fct_mrr.sql
@@ -81,7 +81,7 @@ subscriber_months AS (
             -- All months after start date
             ON months.date_month >= subscribers.first_start_month
                 -- and before end date
-                AND months.date_month < subscribers.last_end_month
+                AND subscribers.last_end_month > months.date_month
 ),
 
 -- Join together to create base CTE for MRR calculations
@@ -151,15 +151,21 @@ mrr_with_changes AS (
     SELECT
         *,
 
-        COALESCE(
-            LAG(is_subscribed_current_month) OVER (PARTITION BY user_id, subscription_id ORDER BY date_month),
-            FALSE
-        ) AS is_subscribed_previous_month,
-
-        COALESCE(
-            LAG(mrr) OVER (PARTITION BY user_id, subscription_id ORDER BY date_month),
-            0.0
-        ) AS previous_month_mrr_amount,
+        {{ lagging_over_column(column_name='is_subscribed_current_month', 
+                            partition_by_first_column='user_id', 
+                            partition_by_second_column='subscription_id',
+                            order_by='date_month', 
+                            coalesce_value='FALSE', 
+                            new_name_column='is_subscribed_previous_month'
+        ) }} ,
+
+        {{ lagging_over_column(column_name='mrr', 
+                            partition_by_first_column='user_id', 
+                            partition_by_second_column='subscription_id',
+                            order_by='date_month', 
+                            coalesce_value='0.0', 
+                            new_name_column='previous_month_mrr_amount'
+        ) }} ,
 
         mrr - previous_month_mrr_amount AS mrr_change
     FROM
@@ -198,8 +204,8 @@ final AS (
     FROM
         mrr_with_changes
         LEFT JOIN subscription_periods
-            ON subscription_periods.user_id = mrr_with_changes.user_id
-                AND subscription_periods.subscription_id = mrr_with_changes.subscription_id
+            ON mrr_with_changes.user_id = subscription_periods.user_id
+                AND mrr_with_changes.subscription_id = subscription_periods.subscription_id
     WHERE
         date_month <= DATE_TRUNC('month', CURRENT_DATE)
 )
diff --git a/models/marts/finance/mrr.yml b/models/marts/finance/fct_mrr.yml
similarity index 99%
rename from models/marts/finance/mrr.yml
rename to models/marts/finance/fct_mrr.yml
index e1ac869e..3992f842 100644
--- a/models/marts/finance/mrr.yml
+++ b/models/marts/finance/fct_mrr.yml
@@ -1,5 +1,5 @@
 models:
-  - name: mrr
+  - name: fct_mrr
     config:
       tags: p0
     description: This model contains calculations for the monthly recurring revenue generated per user and subscription for each month.
diff --git a/models/marts/product/fct_active_users.sql b/models/marts/product/fct_active_users.sql
index 7f1153a2..ce4ec4c6 100644
--- a/models/marts/product/fct_active_users.sql
+++ b/models/marts/product/fct_active_users.sql
@@ -30,4 +30,5 @@ final AS (
         LEFT JOIN events ON date_spine.calendar_date = events.created_date
     GROUP BY ALL
 )
+
 SELECT * FROM final
diff --git a/models/staging/ads_platform/source_ads_platform.yml b/models/staging/ads_platform/source_ads_platform.yml
index a2b9390a..c7f3f0fb 100644
--- a/models/staging/ads_platform/source_ads_platform.yml
+++ b/models/staging/ads_platform/source_ads_platform.yml
@@ -2,6 +2,31 @@ sources:
   - name: ads_platform
     schema: bingeflix
     database: raw
+    freshness:
+      warn_after: {count: 24, period: hour}
     tables:
       - name: daily_ads
         identifier: ads
+        description: This table contains information on performance of advertisement campaigns
+        columnns:
+          - name: date 
+            description: The calendar date of the campaign reporting period.
+            data_tests: 
+              - not_null
+          - name: campaign_id
+            description: The unique identifier for the campaign.
+            data_tests:
+              - unique
+              - not_null
+          - name: spend
+            description: The amount spent on the campaign
+            data_tests:
+              - not_null
+          - name: cpm
+            description: The cost charged by the ads platform per thousand impressions.
+            data_tests:
+              - not_null
+          - name: ctr
+            description: The click through rate on the campaign impressions.
+            data_tests:
+              - not_null
diff --git a/models/staging/bingeflix/source_bingeflix.yml b/models/staging/bingeflix/source_bingeflix.yml
index ee0d8b48..523d2b92 100644
--- a/models/staging/bingeflix/source_bingeflix.yml
+++ b/models/staging/bingeflix/source_bingeflix.yml
@@ -3,17 +3,19 @@ sources:
     schema: bingeflix
     description: This source contains tables from the Bingeflix production database
     database: raw
+    freshness:
+      warn_after: {count: 24, period: hour}
     tables:
       - name: events
-        description: This table contains information about the behavioral events of users while they interact with the Bingeflix platform.
+        description: '{{ doc("bingeflix_events") }}'
         columns:
           - name: session_id
-            description: The unique identifier of the session in the Bingeflix application.
+            description: '{{ doc("bingeflix_column_session_id") }}'
             data_tests:
               - not_null
 
           - name: created_at
-            description: When the event was logged.
+            description: '{{ doc("bingeflix_column_event_created_at") }}'
             data_tests:
               - not_null
 
@@ -23,12 +25,12 @@ sources:
               - not_null
 
           - name: event_name
-            description: The name of the event.
+            description: '{{ doc("bingeflix_column_event_name") }}'
             data_tests:
               - not_null
 
           - name: event_id
-            description: The unique identifier of the event.
+            description: '{{ doc("bingeflix_column_event_id") }}'
             data_tests:
               - not_null
               - unique
diff --git a/models/staging/bingeflix/stg_bingeflix__subscription_plans.sql b/models/staging/bingeflix/stg_bingeflix__subscription_plans.sql
index 2ad241ad..5a6d4345 100644
--- a/models/staging/bingeflix/stg_bingeflix__subscription_plans.sql
+++ b/models/staging/bingeflix/stg_bingeflix__subscription_plans.sql
@@ -9,7 +9,7 @@ renamed as (
     select
         subscription_plan_id,
         plan_name,
-        {{ cents_to_dollars('pricing') }} AS pricing,
+        {{ cents_to_dollars('pricing') }} as pricing,
         payment_period
 
     from source
diff --git a/models/staging/bingeflix/stg_bingeflix__users.sql b/models/staging/bingeflix/stg_bingeflix__users.sql
index 95481960..c3b6059e 100644
--- a/models/staging/bingeflix/stg_bingeflix__users.sql
+++ b/models/staging/bingeflix/stg_bingeflix__users.sql
@@ -5,7 +5,7 @@ source as (
         user_id,
         created_at,
         phone_number,
-        NULLIF(deleted_at, '') AS deleted_at,
+        NULLIF(deleted_at, '') as deleted_at,
         username,
         name,
         sex,
diff --git a/package-lock.yml b/package-lock.yml
index bf7fbfc7..0f426a18 100644
--- a/package-lock.yml
+++ b/package-lock.yml
@@ -1,10 +1,12 @@
 packages:
-- package: dbt-labs/codegen
-  version: 0.12.1
-- package: dbt-labs/dbt_utils
-  version: 1.1.1
-- package: calogica/dbt_expectations
-  version: 0.10.1
-- package: calogica/dbt_date
-  version: 0.10.0
-sha1_hash: 2efc8a9e09d8fd9bb972ebfd676ab7670cecfae1
+  - package: dbt-labs/codegen
+    version: 0.12.1
+  - package: dbt-labs/dbt_utils
+    version: 1.3.0
+  - package: calogica/dbt_expectations
+    version: 0.10.3
+  - package: dbt-labs/dbt_project_evaluator
+    version: 0.13.2
+  - package: calogica/dbt_date
+    version: 0.10.1
+sha1_hash: fb9ff3b3fb09dfa7ce709feb24e5e8fcb963553f
diff --git a/packages.yml b/packages.yml
index df0aaef0..15ca0f90 100644
--- a/packages.yml
+++ b/packages.yml
@@ -4,4 +4,6 @@ packages:
   - package: dbt-labs/dbt_utils
     version: [">=1.0.0", "<2.0.0"]
   - package: calogica/dbt_expectations
-    version: [">=0.10.0", "<=0.11.0"]
\ No newline at end of file
+    version: [">=0.10.0", "<=0.11.0"]
+  - package: dbt-labs/dbt_project_evaluator
+    version: [">=0.13.0", "<0.14.0"]
\ No newline at end of file