diff --git a/code_thingies/database/README.md b/code_thingies/database/README.md
index 4dba9cd..f767fff 100644
--- a/code_thingies/database/README.md
+++ b/code_thingies/database/README.md
@@ -70,6 +70,12 @@ After, you will have to download some CSV files with the data to populate the da
 aws s3 cp s3://dbtlearn/listings.csv listings.csv
 aws s3 cp s3://dbtlearn/reviews.csv reviews.csv
 aws s3 cp s3://dbtlearn/hosts.csv hosts.csv
+
+# or, to avoid using aws
+
+wget http://dbtlearn.s3.amazonaws.com/listings.csv
+wget http://dbtlearn.s3.amazonaws.com/reviews.csv
+wget http://dbtlearn.s3.amazonaws.com/hosts.csv
 ```
 
 How to put the data into the databases is up to you. I've done it successfully using the import functionality of DBeaver.
diff --git a/code_thingies/dbtlearn/README.md b/code_thingies/dbtlearn/README.md
index d470985..0ab7c8e 100644
--- a/code_thingies/dbtlearn/README.md
+++ b/code_thingies/dbtlearn/README.md
@@ -4,6 +4,8 @@ This is the dbt project for the course.
 
 ## Set up
 
+Make a venv and install the requirements listed in `requirements.txt`.
+
 You need to place a profile for the local postgres instance in `~/.dbt/profiles.yaml`. See below a sample config that should be a good starting point if you follow the instructions in the `database` dir of this project.
 
 ```yaml
@@ -25,6 +27,8 @@ dbtlearn:
 
 Once you have set this up and the database as well, you can run `dbt debug` to ensure everything is set up correctly and dbt can reach the database.
 
+To install the required dbt packages, run `dbt deps`.
+
 You should also delete the lines under the `dbtlearn` key in the `dbt_project.yml` file.
 
 Also delete the contents of the `models` folder.
diff --git a/code_thingies/dbtlearn/dbt_project.yml b/code_thingies/dbtlearn/dbt_project.yml
index 3c2a10f..b8a4515 100644
--- a/code_thingies/dbtlearn/dbt_project.yml
+++ b/code_thingies/dbtlearn/dbt_project.yml
@@ -30,5 +30,7 @@ clean-targets:         # directories to be removed by `dbt clean`
 models:
   dbtlearn:
     +materialized: view # Default way to materialize is view
+    src:
+      +materialized: ephemeral
     dim:
       +materialized: table
diff --git a/code_thingies/dbtlearn/macros/no_nulls_in_columns.sql b/code_thingies/dbtlearn/macros/no_nulls_in_columns.sql
new file mode 100644
index 0000000..40af5d4
--- /dev/null
+++ b/code_thingies/dbtlearn/macros/no_nulls_in_columns.sql
@@ -0,0 +1,10 @@
+{% macro no_nulls_in_columns(model) %}
+    SELECT *
+    FROM
+        {{ model }}
+    WHERE
+        {% for col in adapter.get_columns_in_relation(model) -%}
+            {{col.column}} IS NULL OR
+        {% endfor %}
+        FALSE
+{% endmacro %}
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/macros/positive_value.sql b/code_thingies/dbtlearn/macros/positive_value.sql
new file mode 100644
index 0000000..148a7bc
--- /dev/null
+++ b/code_thingies/dbtlearn/macros/positive_value.sql
@@ -0,0 +1,8 @@
+{% test positive_value(model, column_name) %}
+SELECT
+    *
+FROM
+    {{ model }}
+WHERE
+    {{ column_name }} < 1
+{% endtest %}
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql b/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql
index c489d1b..debe188 100644
--- a/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql
+++ b/code_thingies/dbtlearn/models/dim/dim_hosts_cleansed.sql
@@ -1,3 +1,9 @@
+{{
+    config(
+        materialized = 'view'
+    )
+}}
+
 WITH src_hosts AS(
     SELECT *
     FROM {{ ref('src_hosts') }}
diff --git a/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql b/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql
index 6e5de55..de68ced 100644
--- a/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql
+++ b/code_thingies/dbtlearn/models/dim/dim_listings_cleansed.sql
@@ -1,3 +1,9 @@
+{{
+    config(
+        materialized = 'view'
+    )
+}}
+
 WITH src_listings AS (
     SELECT *
     FROM
@@ -10,7 +16,7 @@ SELECT
     CASE
         WHEN minimum_nights = 0 THEN 1
         ELSE minimum_nights
-    END AS mininum_nights,
+    END AS minimum_nights,
     host_id,
     REPLACE(price_str,'$','')::money AS price,
     created_at,
diff --git a/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql b/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql
index ee05cc2..6ccf1f0 100644
--- a/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql
+++ b/code_thingies/dbtlearn/models/dim/dim_listings_with_hosts.sql
@@ -13,7 +13,7 @@ SELECT
     listings.listing_id,
     listings.listing_name,
     listings.room_type,
-    listings.mininum_nights,
+    listings.minimum_nights,
     listings.price,
     listings.host_id,
     hosts.host_name,
diff --git a/code_thingies/dbtlearn/models/fact/fact_reviews.sql b/code_thingies/dbtlearn/models/fact/fact_reviews.sql
index 8a707fa..9fd3dc8 100644
--- a/code_thingies/dbtlearn/models/fact/fact_reviews.sql
+++ b/code_thingies/dbtlearn/models/fact/fact_reviews.sql
@@ -9,7 +9,9 @@ WITH src_reviews AS (
     FROM
         {{ ref('src_reviews') }}
 )
-SELECT *
+SELECT
+    {{ dbt_utils.surrogate_key(['listing_id', 'review_date', 'reviewer_name', 'review_text']) }} as review_id,
+    *
 FROM
     src_reviews
 WHERE
diff --git a/code_thingies/dbtlearn/models/mart/mart_fullmoon_reviews.sql b/code_thingies/dbtlearn/models/mart/mart_fullmoon_reviews.sql
new file mode 100644
index 0000000..199b808
--- /dev/null
+++ b/code_thingies/dbtlearn/models/mart/mart_fullmoon_reviews.sql
@@ -0,0 +1,27 @@
+{{
+    config(
+        materialized = 'table'
+    )
+}}
+
+WITH fact_reviews AS (
+    SELECT *
+    FROM
+        {{ ref('fact_reviews') }}
+),
+full_moon_dates AS (
+    SELECT *
+    FROM
+        {{ ref('seed_full_moon_dates')}}
+)
+
+SELECT
+    fr.*,
+    CASE
+        WHEN fm.full_moon_date IS NULL THEN 'not full moon'
+        ELSE 'full moon'
+    END AS is_full_moon
+FROM
+    fact_reviews fr
+    LEFT JOIN full_moon_dates fm
+    ON (fr.review_date::date) = (fm.full_moon_date + interval '1' day)
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/models/schema.yml b/code_thingies/dbtlearn/models/schema.yml
new file mode 100644
index 0000000..cefd2d4
--- /dev/null
+++ b/code_thingies/dbtlearn/models/schema.yml
@@ -0,0 +1,31 @@
+version: 2
+
+models:
+  - name: dim_listings_cleansed
+    columns:
+      - name: listing_id
+        tests:
+          - unique
+          - not_null
+
+      - name: host_id
+        tests:
+          - not_null
+          - relationships:
+              to: ref('dim_hosts_cleansed')
+              field: host_id
+
+      - name: room_type
+        tests:
+          - accepted_values:
+              values: [
+                'Entire home/apt',
+                'Private room',
+                'Shared room',
+                'Hotel room'
+              ]
+
+      - name: minimum_nights
+        tests:
+          - positive_value
+
diff --git a/code_thingies/dbtlearn/models/sources.yml b/code_thingies/dbtlearn/models/sources.yml
new file mode 100644
index 0000000..0e2db1c
--- /dev/null
+++ b/code_thingies/dbtlearn/models/sources.yml
@@ -0,0 +1,12 @@
+version: 2
+
+sources:
+  - name: airbnb
+    schema: raw
+    tables:
+      - name: listings
+        identifier: raw_listings
+      - name: hosts
+        identifier: raw_hosts
+      - name: reviews
+        identifier: raw_reviews
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/models/src/src_hosts.sql b/code_thingies/dbtlearn/models/src/src_hosts.sql
index b33b25d..9d9d5b3 100644
--- a/code_thingies/dbtlearn/models/src/src_hosts.sql
+++ b/code_thingies/dbtlearn/models/src/src_hosts.sql
@@ -1,6 +1,6 @@
 WITH raw_hosts AS (
 	SELECT *
-	FROM raw.raw_hosts
+	FROM {{ source ('airbnb', 'hosts')}}
 )
 SELECT
 	id as host_id,
diff --git a/code_thingies/dbtlearn/models/src/src_listings.sql b/code_thingies/dbtlearn/models/src/src_listings.sql
index c68838c..4c09b3e 100644
--- a/code_thingies/dbtlearn/models/src/src_listings.sql
+++ b/code_thingies/dbtlearn/models/src/src_listings.sql
@@ -1,6 +1,6 @@
 WITH raw_listings AS (
 	SELECT *
-	FROM raw.raw_listings
+	FROM {{ source ('airbnb', 'listings')}}
 )
 SELECT
 	id AS listing_id,
diff --git a/code_thingies/dbtlearn/models/src/src_reviews.sql b/code_thingies/dbtlearn/models/src/src_reviews.sql
index 59d8167..2a99151 100644
--- a/code_thingies/dbtlearn/models/src/src_reviews.sql
+++ b/code_thingies/dbtlearn/models/src/src_reviews.sql
@@ -1,10 +1,11 @@
 WITH raw_reviews AS (
 	SELECT *
-	FROM raw.raw_reviews
+	FROM  {{ source ('airbnb', 'reviews')}}
 )
 SELECT
 	listing_id,
 	date AS review_date,
+    reviewer_name AS reviewer_name,
 	comments AS review_text,
 	sentiment AS review_sentiment
 FROM
diff --git a/code_thingies/dbtlearn/packages.yml b/code_thingies/dbtlearn/packages.yml
new file mode 100644
index 0000000..9e74ff0
--- /dev/null
+++ b/code_thingies/dbtlearn/packages.yml
@@ -0,0 +1,3 @@
+packages:
+  - package: dbt-labs/dbt_utils
+    version: 0.8.0
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/seeds/seed_full_moon_dates.csv b/code_thingies/dbtlearn/seeds/seed_full_moon_dates.csv
new file mode 100644
index 0000000..c9d373e
--- /dev/null
+++ b/code_thingies/dbtlearn/seeds/seed_full_moon_dates.csv
@@ -0,0 +1,273 @@
+full_moon_date
+2009-01-11
+2009-02-09
+2009-03-11
+2009-04-09
+2009-05-09
+2009-06-07
+2009-07-07
+2009-08-06
+2009-09-04
+2009-10-04
+2009-11-02
+2009-12-02
+2009-12-31
+2010-01-30
+2010-02-28
+2010-03-30
+2010-04-28
+2010-05-28
+2010-06-26
+2010-07-26
+2010-08-24
+2010-09-23
+2010-10-23
+2010-11-21
+2010-12-21
+2011-01-19
+2011-02-18
+2011-03-19
+2011-04-18
+2011-05-17
+2011-06-15
+2011-07-15
+2011-08-13
+2011-09-12
+2011-10-12
+2011-11-10
+2011-12-10
+2012-01-09
+2012-02-07
+2012-03-08
+2012-04-06
+2012-05-06
+2012-06-04
+2012-07-03
+2012-08-02
+2012-08-31
+2012-09-30
+2012-10-29
+2012-11-28
+2012-12-28
+2013-01-27
+2013-02-25
+2013-03-27
+2013-04-25
+2013-05-25
+2013-06-23
+2013-07-22
+2013-08-21
+2013-09-19
+2013-10-19
+2013-11-17
+2013-12-17
+2014-01-16
+2014-02-15
+2014-03-16
+2014-04-15
+2014-05-14
+2014-06-13
+2014-07-12
+2014-08-10
+2014-09-09
+2014-10-08
+2014-11-06
+2014-12-06
+2015-01-05
+2015-02-04
+2015-03-05
+2015-04-04
+2015-05-04
+2015-06-02
+2015-07-02
+2015-07-31
+2015-08-29
+2015-09-28
+2015-10-27
+2015-11-25
+2015-12-25
+2016-01-24
+2016-02-22
+2016-03-23
+2016-04-22
+2016-05-21
+2016-06-20
+2016-07-20
+2016-08-18
+2016-09-16
+2016-10-16
+2016-11-14
+2016-12-14
+2017-01-12
+2017-02-11
+2017-03-12
+2017-04-11
+2017-05-10
+2017-06-09
+2017-07-09
+2017-08-07
+2017-09-06
+2017-10-05
+2017-11-04
+2017-12-03
+2018-01-02
+2018-01-31
+2018-03-02
+2018-03-31
+2018-04-30
+2018-05-29
+2018-06-28
+2018-07-27
+2018-08-26
+2018-09-25
+2018-10-24
+2018-11-23
+2018-12-22
+2019-01-21
+2019-02-19
+2019-03-21
+2019-04-19
+2019-05-18
+2019-06-17
+2019-07-16
+2019-08-15
+2019-09-14
+2019-10-13
+2019-11-12
+2019-12-12
+2020-01-10
+2020-02-09
+2020-03-09
+2020-04-08
+2020-05-07
+2020-06-05
+2020-07-05
+2020-08-03
+2020-09-02
+2020-10-01
+2020-10-31
+2020-11-30
+2020-12-30
+2021-01-28
+2021-02-27
+2021-03-28
+2021-04-27
+2021-05-26
+2021-06-24
+2021-07-24
+2021-08-22
+2021-09-21
+2021-10-20
+2021-11-19
+2021-12-19
+2022-01-18
+2022-02-16
+2022-03-18
+2022-04-16
+2022-05-16
+2022-06-14
+2022-07-13
+2022-08-12
+2022-09-10
+2022-10-09
+2022-11-08
+2022-12-08
+2023-01-07
+2023-02-05
+2023-03-07
+2023-04-06
+2023-05-05
+2023-06-04
+2023-07-03
+2023-08-01
+2023-08-31
+2023-09-29
+2023-10-28
+2023-11-27
+2023-12-27
+2024-01-25
+2024-02-24
+2024-03-25
+2024-04-24
+2024-05-23
+2024-06-22
+2024-07-21
+2024-08-19
+2024-09-18
+2024-10-17
+2024-11-15
+2024-12-15
+2025-01-13
+2025-02-12
+2025-03-14
+2025-04-13
+2025-05-12
+2025-06-11
+2025-07-10
+2025-08-09
+2025-09-07
+2025-10-07
+2025-11-05
+2025-12-05
+2026-01-03
+2026-02-01
+2026-03-03
+2026-04-02
+2026-05-01
+2026-05-31
+2026-06-30
+2026-07-29
+2026-08-28
+2026-09-26
+2026-10-26
+2026-11-24
+2026-12-24
+2027-01-22
+2027-02-21
+2027-03-22
+2027-04-21
+2027-05-20
+2027-06-19
+2027-07-18
+2027-08-17
+2027-09-16
+2027-10-15
+2027-11-14
+2027-12-13
+2028-01-12
+2028-02-10
+2028-03-11
+2028-04-09
+2028-05-08
+2028-06-07
+2028-07-06
+2028-08-05
+2028-09-04
+2028-10-03
+2028-11-02
+2028-12-02
+2028-12-31
+2029-01-30
+2029-02-28
+2029-03-30
+2029-04-28
+2029-05-27
+2029-06-26
+2029-07-25
+2029-08-24
+2029-09-22
+2029-10-22
+2029-11-21
+2029-12-20
+2030-01-19
+2030-02-18
+2030-03-19
+2030-04-18
+2030-05-17
+2030-06-15
+2030-07-15
+2030-08-13
+2030-09-11
+2030-10-11
+2030-11-10
+2030-12-09
diff --git a/code_thingies/dbtlearn/snapshots/scd_raw_listings.sql b/code_thingies/dbtlearn/snapshots/scd_raw_listings.sql
new file mode 100644
index 0000000..4108a21
--- /dev/null
+++ b/code_thingies/dbtlearn/snapshots/scd_raw_listings.sql
@@ -0,0 +1,17 @@
+{% snapshot scd_raw_listings %}
+
+{{
+    config(
+        target_schema = 'dev',
+        unique_key = 'id',
+        strategy = 'timestamp',
+        updated_at = 'updated_at',
+        invalidate_hard_deletes = True
+    )
+}}
+
+SELECT *
+FROM
+    {{ source('airbnb', 'listings')}}
+
+{% endsnapshot %}
diff --git a/code_thingies/dbtlearn/tests/consistent_created_at.sql b/code_thingies/dbtlearn/tests/consistent_created_at.sql
new file mode 100644
index 0000000..2fb6893
--- /dev/null
+++ b/code_thingies/dbtlearn/tests/consistent_created_at.sql
@@ -0,0 +1,9 @@
+SELECT *
+FROM
+    {{ ref('fact_reviews') }} fr
+LEFT JOIN
+    {{ ref('dim_listings_cleansed') }} dl
+ON
+    fr.listing_id = dl.listing_id
+WHERE
+    fr.review_date < dl.created_at
\ No newline at end of file
diff --git a/code_thingies/dbtlearn/tests/no_nulls_in_dim_listings.sql b/code_thingies/dbtlearn/tests/no_nulls_in_dim_listings.sql
new file mode 100644
index 0000000..e2a6fb5
--- /dev/null
+++ b/code_thingies/dbtlearn/tests/no_nulls_in_dim_listings.sql
@@ -0,0 +1 @@
+{{ no_nulls_in_columns(ref('dim_listings_cleansed')) }}
\ No newline at end of file
diff --git a/notes/8.md b/notes/8.md
index 0d1c83f..33003e5 100644
--- a/notes/8.md
+++ b/notes/8.md
@@ -42,4 +42,69 @@ WHERE
 
 Bear in mind that how to define the strategy to determine what should be loaded is up to the engineer. Any SQL can be placed within the `if is_incremental()` block. In the example above, we have a date field that easily signals what's the most recent date the table has currently seen.
 
-## 
\ No newline at end of file
+## Sources and seeds
+
+Seeds are local files that you upload to a DWH from dbt. You place them as CSVs in the `seeds` folder.
+
+
+Sources are an abstraction layer on top of the input tables. They are not strictly necessary, but can help make the project more structured. To create sources, you create a `sources.yml` file and place it in the `models` dir. Here, you can reference models created in the `models` dir to mark them as sources. You can reference sources in other models like this:
+
+```python
+{{ source('domain_name', 'source_name')}}
+```
+
+Sources can define _freshness_ constraints that will provide warnings or errors when there is a significant delay.
+
+ 
+## Snapshots
+
+Snapshots are a way to build SCD2s. There are two strategies to get this done:
+  - Timestamp: all records have a unique key and an `update_at` field. dbt will consider a new record is necessary in the SCD2 whenever the `updated_at` field increases.
+  - Check: dbt will monitor a set of columns and consider any changes in any of the columns as a new version of the record.
+
+Snapshots get defined with a sql file in the `snapshots` folder using the `snapshot` macro block.
+
+Once snapshots are defined, "snapshooting" can be triggered at any time by running `dbt snapshot`. dbt will create the SCD tables in the defined schema and play the `valid_from`, `valid_to` game whenever changes are detected.
+
+## Tests
+
+There are two kinds of tests:
+
+- Singular tests: you make any `SELECT` statement you want. If the `SELECT` statement is run and any data is found, the test is considered failed. If the statement is run and no rows are returned, the test is considered passed.
+- Built-in test: just a bunch of typical stuff: uniqueness, nullability, enum validations and relationship (referential integrity)
+
+You can also define your own custom generic tests.
+
+
+## Macros
+
+- Macros are jinja templates.
+- There are many built-in macros in dbt, but you can also use your own macros.
+- dbt packages exist and you can use them to have more tests and macros that you can use.
+
+
+## Documentation
+
+- Documentation is kept in the repo (yay)
+- Documentation can be defined in yaml files or in standalone markdown files. For example, the landing page can be customized with an `overview.md` file.
+- Documentation can be quick-served with dbt, but ideally you should compile it and serve it with a regular web server, like Nginx.
+- 
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+