base + SL

.github/workflows/dbt_docs_update.yml

@@ -0,0 +1,71 @@
+name: docs_update
+
+on:
+  push:
+    branches:
+      - "main"
+
+env:
+  USE_VARS: "${{ vars.USE_VARS }}"
+  DBT_PROFILES_DIR: "${{ vars.DBT_PROFILES_DIR }}"
+  DBT_VERSION: "${{ vars.DBT_VERSION }}"
+  ACCOUNT: "${{ vars.ACCOUNT }}"
+  ROLE: "${{ vars.ROLE }}"
+  USER: "${{ vars.USER }}"
+  PASSWORD: "${{ secrets.PASSWORD }}"
+  REGION: "${{ vars.REGION }}"
+  DATABASE: "${{ vars.DATABASE }}"
+  WAREHOUSE: "${{ vars.WAREHOUSE }}"
+  SCHEMA: "${{ vars.SCHEMA }}"
+
+concurrency:
+  group: ${{ github.workflow }}
+
+jobs:
+  run_dbt_jobs:
+    runs-on: ubuntu-latest
+    environment: 
+      name: workflow_prod
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - uses: actions/setup-python@v4
+        with:
+          python-version: "${{ vars.PYTHON_VERSION }}"
+          cache: "pip"
+
+      - name: install dependencies
+        run: |
+          pip install -r requirements.txt
+          dbt deps
+
+      - name: checkout docs branch
+        run: |
+          git checkout -B docs origin/main
+      - name: generate dbt docs
+        run: |
+          dbt ls -t prod
+          dbt docs generate --no-compile -t prod
+
+      - name: move files to docs directory
+        run: |
+          mkdir -p ./docs
+          cp target/{catalog.json,manifest.json,index.html} docs/
+      - name: clean up target directory
+        run: dbt clean
+
+      - name: check for changes
+        run: git status
+
+      - name: stage changed files
+        run: git add .
+
+      - name: commit changed files
+        run: |
+          git config user.email "abc@xyz"
+          git config user.name "github-actions"
+          git commit -am "Auto-update docs"
+      - name: push changes to docs
+        run: |
+          git push -f --set-upstream origin docs

.github/workflows/dbt_run_adhoc.yml

@@ -0,0 +1,67 @@
+name: dbt_run_adhoc
+run-name: dbt_run_adhoc
+
+on:
+  workflow_dispatch:
+    branches:
+      - "main"
+    inputs:
+      environment:
+        type: choice 
+        description: DBT Run Environment
+        required: true
+        options:
+          - dev
+          - prod
+        default: dev
+      warehouse:
+        type: choice 
+        description: Snowflake warehouse
+        required: true 
+        options:
+          - DBT
+          - DBT_CLOUD
+          - DBT_EMERGENCY
+        default: DBT
+      dbt_command:
+        type: string
+        description: 'DBT Run Command'
+        required: true
+    
+env:
+  USE_VARS: "${{ vars.USE_VARS }}"
+  DBT_PROFILES_DIR: "${{ vars.DBT_PROFILES_DIR }}"
+  DBT_VERSION: "${{ vars.DBT_VERSION }}"
+  ACCOUNT: "${{ vars.ACCOUNT }}"
+  ROLE: "${{ vars.ROLE }}"
+  USER: "${{ vars.USER }}"
+  PASSWORD: "${{ secrets.PASSWORD }}"
+  REGION: "${{ vars.REGION }}"
+  DATABASE: "${{ vars.DATABASE }}"
+  WAREHOUSE: "${{ inputs.WAREHOUSE }}"
+  SCHEMA: "${{ vars.SCHEMA }}"
+
+concurrency:
+  group: ${{ github.workflow }}
+
+jobs:
+  run_dbt_jobs:
+    runs-on: ubuntu-latest
+    environment: 
+      name: workflow_${{ inputs.environment }}
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - uses: actions/setup-python@v4
+        with:
+          python-version: "${{ vars.PYTHON_VERSION }}"
+          cache: "pip"
+
+      - name: install dependencies
+        run: |
+          pip install -r requirements.txt
+          dbt deps
+      - name: Run DBT Jobs
+        run: |
+          ${{ inputs.dbt_command }}

.github/workflows/dbt_run_dev_refresh.yml

@@ -0,0 +1,44 @@
+name: dbt_run_dev_refresh
+run-name: dbt_run_dev_refresh
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '27 8 * * *'
+    
+env:
+  DBT_PROFILES_DIR: "${{ vars.DBT_PROFILES_DIR }}"
+
+  ACCOUNT: "${{ vars.ACCOUNT }}"
+  ROLE: "${{ vars.ROLE }}"
+  USER: "${{ vars.USER }}"
+  PASSWORD: "${{ secrets.PASSWORD }}"
+  REGION: "${{ vars.REGION }}"
+  DATABASE: "${{ vars.DATABASE }}"
+  WAREHOUSE: "${{ vars.WAREHOUSE }}"
+  SCHEMA: "${{ vars.SCHEMA }}"
+
+concurrency:
+  group: ${{ github.workflow }}
+
+jobs:
+  run_dbt_jobs:
+    runs-on: ubuntu-latest
+    environment: 
+      name: workflow_prod
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - uses: actions/setup-python@v4
+        with:
+          python-version: "${{ vars.PYTHON_VERSION }}"
+          cache: "pip"
+
+      - name: install dependencies
+        run: |
+          pip install -r requirements.txt
+          dbt deps
+      - name: Run DBT Jobs
+        run: |
+          dbt run-operation run_sp_create_prod_clone

.github/workflows/dbt_run_incremental_core.yml

@@ -0,0 +1,45 @@
+name: dbt_run_incremental_core
+run-name: dbt_run_incremental_core
+
+# on:
+#   workflow_dispatch:
+#     branches:
+#       - "main"
+    
+env:
+  DBT_PROFILES_DIR: "${{ vars.DBT_PROFILES_DIR }}"
+
+  ACCOUNT: "${{ vars.ACCOUNT }}"
+  ROLE: "${{ vars.ROLE }}"
+  USER: "${{ vars.USER }}"
+  PASSWORD: "${{ secrets.PASSWORD }}"
+  REGION: "${{ vars.REGION }}"
+  DATABASE: "${{ vars.DATABASE }}"
+  WAREHOUSE: "${{ vars.WAREHOUSE }}"
+  SCHEMA: "${{ vars.SCHEMA }}"
+
+concurrency:
+  group: ${{ github.workflow }}
+
+jobs:
+  run_dbt_jobs:
+    runs-on: ubuntu-latest
+    environment: 
+      name: workflow_prod
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - uses: actions/setup-python@v4
+        with:
+          python-version: "${{ vars.PYTHON_VERSION }}"
+          cache: "pip"
+
+      - name: install dependencies
+        run: |
+          pip install -r requirements.txt
+          dbt deps
+      - name: Run DBT Jobs
+        run: |
+          dbt run -s "ton_models,tag:scheduled_core"
+          

.github/workflows/dbt_run_streamline_realtime.yml

@@ -0,0 +1,46 @@
+name: dbt_run_streamline_realtime
+run-name: dbt_run_streamline_realtime
+
+on:
+  workflow_dispatch:
+    branches:
+      - "main"
+  schedule:
+    - cron: '27 8 * * *'
+    
+env:
+  DBT_PROFILES_DIR: "${{ vars.DBT_PROFILES_DIR }}"
+
+  ACCOUNT: "${{ vars.ACCOUNT }}"
+  ROLE: "${{ vars.ROLE }}"
+  USER: "${{ vars.USER }}"
+  PASSWORD: "${{ secrets.PASSWORD }}"
+  REGION: "${{ vars.REGION }}"
+  DATABASE: "${{ vars.DATABASE }}"
+  WAREHOUSE: "${{ vars.WAREHOUSE }}"
+  SCHEMA: "${{ vars.SCHEMA }}"
+
+concurrency:
+  group: ${{ github.workflow }}
+
+jobs:
+  run_dbt_jobs:
+    runs-on: ubuntu-latest
+    environment: 
+      name: workflow_prod
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - uses: actions/setup-python@v4
+        with:
+          python-version: "${{ vars.PYTHON_VERSION }}"
+          cache: "pip"
+
+      - name: install dependencies
+        run: |
+          pip install -r requirements.txt
+          dbt deps
+      - name: Run DBT Jobs
+        run: |
+          dbt run -m "ton_models,tag:streamline_realtime" --vars '{STREAMLINE_INVOKE_STREAMS: True}'

.gitignore

@@ -0,0 +1,20 @@
+target/
+dbt_modules/
+# newer versions of dbt use this directory instead of dbt_modules for test dependencies
+dbt_packages/
+logs/
+
+.venv/
+.python-version
+dbt-env/
+venv/
+
+# Visual Studio Code files
+*/.vscode
+*.code-workspace
+.history/
+**/.DS_Store
+.vscode/
+.env
+.DS_Store
+.user.yml

README.md

@@ -1 +1,74 @@
-# ton-models
+## Profile Set Up
+
+#### Use the following within profiles.yml 
+----
+
+```yml
+ton:
+  target: dev
+  outputs:
+    dev:
+      type: snowflake
+      account: <ACCOUNT>
+      role: <ROLE>
+      user: <USERNAME>
+      password: <PASSWORD>
+      region: <REGION>
+      database: ton_DEV
+      warehouse: <WAREHOUSE>
+      schema: silver
+      threads: 4
+      client_session_keep_alive: False
+      query_tag: <TAG>
+```
+
+### Resources:
+- Learn more about dbt [in the docs](https://docs.getdbt.com/docs/introduction)
+- Check out [Discourse](https://discourse.getdbt.com/) for commonly asked questions and answers
+- Join the [chat](https://community.getdbt.com/) on Slack for live discussions and support
+- Find [dbt events](https://events.getdbt.com) near you
+- Check out [the blog](https://blog.getdbt.com/) for the latest news on dbt's development and best practices
+
+- Check out [the blog](https://blog.getdbt.com/) for the latest news on dbt's development and best practices
+
+## Applying Model Tags
+
+### Database / Schema level tags
+
+Database and schema tags are applied via the `add_database_or_schema_tags` macro.  These tags are inherited by their downstream objects.  To add/modify tags call the appropriate tag set function within the macro.
+
+```
+{{ set_database_tag_value('SOME_DATABASE_TAG_KEY','SOME_DATABASE_TAG_VALUE') }}
+{{ set_schema_tag_value('SOME_SCHEMA_TAG_KEY','SOME_SCHEMA_TAG_VALUE') }}
+```
+
+### Model tags
+
+To add/update a model's snowflake tags, add/modify the `meta` model property under `config`.  Only table level tags are supported at this time via DBT.
+
+```
+{{ config(
+    ...,
+    meta={
+        'database_tags':{
+            'table': {
+                'PURPOSE': 'SOME_PURPOSE'
+            }
+        }
+    },
+    ...
+) }}
+```
+
+By default, model tags are not pushed to snowflake on each load.  You can push a tag update for a model by specifying the `UPDATE_SNOWFLAKE_TAGS` project variable during a run.
+
+```
+dbt run --var '{"UPDATE_SNOWFLAKE_TAGS":True}' -s models/core/core__fact_swaps.sql
+```
+
+### Querying for existing tags on a model in snowflake
+
+```
+select *
+from table(ton.information_schema.tag_references('ton.core.fact_blocks', 'table'));
+```

dbt_project.yml

@@ -0,0 +1,101 @@
+# Name your project! Project names should contain only lowercase characters
+# and underscores. A good package name should reflect your organization's
+# name or the intended use of these models
+name: "ton_models"
+version: "1.0.0"
+config-version: 2
+
+require-dbt-version: ">=1.8.0"
+
+# This setting configures which "profile" dbt uses for this project.
+profile: "ton"
+
+# These configurations specify where dbt should look for different types of files.
+# The `model-paths` config, for example, states that models in this project can be
+# found in the "models/" directory. You probably won't need to change these!
+model-paths: ["models"]
+analysis-paths: ["analysis"]
+test-paths: ["tests"]
+seed-paths: ["data"]
+macro-paths: ["macros"]
+snapshot-paths: ["snapshots"]
+
+target-path: "target" # directory which will store compiled SQL files
+clean-targets: # directories to be removed by `dbt clean`
+  - "target"
+  - "dbt_modules"
+  - "dbt_packages"
+
+# Configuring models
+# Full documentation: https://docs.getdbt.com/docs/configuring-models
+
+# In this example config, we tell dbt to build all models in the example/ directory
+# as tables. These settings can be overridden in the individual model files
+# using the `{{ config(...) }}` macro.
+models:
+  +copy_grants: true
+  +persist_docs:
+    relation: true
+    columns: true
+  +on_schema_change: "append_new_columns"
+  livequery_models:
+    deploy:
+      core:
+        materialized: ephemeral
+   
+
+data_tests:
+  ton_models: # replace with the name of the chain
+    +store_failures: true # all tests
+
+on-run-start:
+  - '{{create_sps()}}'
+  - '{{create_udfs()}}'
+
+on-run-end:
+  - '{{ apply_meta_as_tags(results) }}'
+
+dispatch:
+  - macro_namespace: dbt
+    search_order:
+      - ton-models
+      - dbt_snowflake_query_tags
+      - dbt
+
+query-comment:
+  comment: '{{ dbt_snowflake_query_tags.get_query_comment(node) }}'
+  append: true # Snowflake removes prefixed comments.
+
+vars:
+  "dbt_date:time_zone": GMT
+  OBSERV_FULL_TEST: False
+  START_GHA_TASKS: False
+  STREAMLINE_INVOKE_STREAMS: true
+  STREAMLINE_USE_DEV_FOR_EXTERNAL_TABLES: True
+  STREAMLINE_RUN_HISTORY: False
+  STREAMLINE_RETRY_UNKNOWN: False
+  UPDATE_SNOWFLAKE_TAGS: True
+  UPDATE_UDFS_AND_SPS: True 
+
+
+  API_INTEGRATION: '{{ var("config")[target.name]["API_INTEGRATION"] if var("config")[target.name] else var("config")["dev"]["API_INTEGRATION"] }}'
+  EXTERNAL_FUNCTION_URI: '{{ var("config")[target.name]["EXTERNAL_FUNCTION_URI"] if var("config")[target.name] else var("config")["dev"]["EXTERNAL_FUNCTION_URI"] }}'
+  ROLES: |
+      ["INTERNAL_DEV"]
+
+
+  config:
+    dev:
+      API_INTEGRATION: AWS_TON_API_STG_V2
+      EXTERNAL_FUNCTION_URI: f1nw4eppf9.execute-api.us-east-1.amazonaws.com/stg/
+      ROLES:
+        - AWS_LAMBDA_TON_API
+        - INTERNAL_DEV
+
+    prod:
+      API_INTEGRATION: AWS_TON_API_PROD_V2
+      EXTERNAL_FUNCTION_URI: e2rz7s6i8j.execute-api.us-east-1.amazonaws.com/prod/
+      ROLES:
+        - AWS_LAMBDA_TON_API
+        - INTERNAL_DEV
+        - DBT_CLOUD_TON

macros/create_sps.sql

@@ -0,0 +1,12 @@
+{% macro create_sps() %}
+    {% if target.database == 'TON' %}
+        CREATE SCHEMA IF NOT EXISTS _internal;
+        {{ sp_create_prod_clone('_internal') }};
+    {% endif %}
+{% endmacro %}
+
+{% macro enable_search_optimization(schema_name, table_name, condition = '') %}
+    {% if target.database == 'TON' %}
+        ALTER TABLE {{ schema_name }}.{{ table_name }} ADD SEARCH OPTIMIZATION {{ condition }}
+    {% endif %}
+{% endmacro %}

macros/create_udfs.sql

@@ -0,0 +1,8 @@
+{% macro create_udfs() %}
+    {% if var("UPDATE_UDFS_AND_SPS") %}
+        {% set sql %}
+        {{ create_udf_bulk_rest_api_v2() }};
+{% endset %}
+        {% do run_query(sql) %}
+    {% endif %}
+{% endmacro %}

macros/custom_naming_macros.sql

@@ -0,0 +1,33 @@
+{% macro generate_schema_name(
+        custom_schema_name = none,
+        node = none
+    ) -%}
+    {% set node_name = node.name %}
+    {% set split_name = node_name.split('__') %}
+    {{ split_name [0] | trim }}
+{%- endmacro %}
+
+{% macro generate_alias_name(
+        custom_alias_name = none,
+        node = none
+    ) -%}
+    {% set node_name = node.name %}
+    {% set split_name = node_name.split('__') %}
+    {% if split_name | length < 2 %}
+        {{ split_name [0] | trim }}
+    {% else %}
+        {{ split_name [1] | trim }}
+    {% endif %}
+{%- endmacro %}
+
+{% macro generate_tmp_view_name(model_name) -%}
+    {% set node_name = model_name.name %}
+    {% set split_name = node_name.split('__') %}
+    {{ target.database ~ '.' ~ split_name[0] ~ '.' ~ split_name [1] ~ '__dbt_tmp' | trim }}
+{%- endmacro %}
+
+{% macro generate_view_name(model_name) -%}
+    {% set node_name = model_name.name %}
+    {% set split_name = node_name.split('__') %}
+    {{ target.database ~ '.' ~ split_name[0] ~ '.' ~ split_name [1] | trim }}
+{%- endmacro %}

macros/custom_query_tag.sql

@@ -0,0 +1,11 @@
+{% macro set_query_tag() -%}
+ {% set new_json = {"repo":project_name, "object":this.table, "profile":target.profile_name, "env":target.name, "existing_tag":get_current_query_tag()  } %}
+{% set new_query_tag = tojson(new_json) | as_text %}
+  {% if new_query_tag %}
+    {% set original_query_tag = get_current_query_tag() %}
+    {{ log("Setting query_tag to '" ~ new_query_tag ~ "'. Will reset to '" ~ original_query_tag ~ "' after materialization.") }}
+    {% do run_query("alter session set query_tag = '{}'".format(new_query_tag)) %}
+    {{ return(original_query_tag)}}
+  {% endif %}
+  {{ return(none)}}
+{% endmacro %}

macros/dbt/get_merge.sql

@@ -0,0 +1,30 @@
+-- incremental_strategy="merge"
+{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}
+    {% set merge_sql = fsc_utils.get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) %}
+    {{ return(merge_sql) }}
+{% endmacro %}
+
+-- incremental_strategy="delete+insert"
+{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}
+    {% set predicate_override = "" %}
+    -- get the min value of column
+    {% if incremental_predicates[0] == "min_value_predicate" %}
+        {% set min_column_name = incremental_predicates[1] %}
+        {% set query %}
+            select min({{ min_column_name }}) from {{ source }}
+        {% endset %}
+        {% set min_block = run_query(query).columns[0][0] %}
+
+        {% if min_block is not none %}
+            {% set predicate_override %}
+                round({{ target }}.{{ min_column_name }},-5) >= round({{ min_block }},-5)
+            {% endset %}
+        {% else %}
+            {% set predicate_override = "1=1" %}
+        {% endif %}
+    {% endif %}
+    {% set predicates = [predicate_override] + incremental_predicates[2:] if predicate_override else incremental_predicates %}
+    -- standard delete+insert from here
+    {% set merge_sql = dbt.get_delete_insert_merge_sql(target, source, unique_key, dest_columns, predicates) %}
+    {{ return(merge_sql) }}
+{% endmacro %}

macros/dbt/get_tmp_relation_type.sql

@@ -0,0 +1,4 @@
+{% macro dbt_snowflake_get_tmp_relation_type(strategy, unique_key, language) %}
+    -- always table
+    {{ return('table') }}
+{% endmacro %}

macros/run_sp_create_prod_clone.sql

@@ -0,0 +1,10 @@
+{% macro run_sp_create_prod_clone() %}
+    {% set clone_query %}
+    call ton._internal.create_prod_clone(
+        'ton',
+        'ton_dev',
+        'internal_dev'
+    );
+{% endset %}
+    {% do run_query(clone_query) %}
+{% endmacro %}

macros/sp_create_prod_clone.sql

@@ -0,0 +1,51 @@
+{% macro sp_create_prod_clone(target_schema) -%}
+
+create or replace procedure {{ target_schema }}.create_prod_clone(source_db_name string, destination_db_name string, role_name string)
+returns boolean 
+language javascript
+execute as caller
+as
+$$
+    snowflake.execute({sqlText: `BEGIN TRANSACTION;`});
+    try {
+        snowflake.execute({sqlText: `CREATE OR REPLACE DATABASE ${DESTINATION_DB_NAME} CLONE ${SOURCE_DB_NAME}`});
+        snowflake.execute({sqlText: `DROP SCHEMA IF EXISTS ${DESTINATION_DB_NAME}._INTERNAL`}); /* this only needs to be in prod */
+        snowflake.execute({sqlText: `GRANT USAGE ON DATABASE ${DESTINATION_DB_NAME} TO ROLE AWS_LAMBDA_TON_API`}); 
+
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON ALL SCHEMAS IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON ALL FUNCTIONS IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON ALL PROCEDURES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON ALL VIEWS IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON ALL STAGES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON ALL TABLES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`}); 
+        snowflake.execute({sqlText: `REVOKE OWNERSHIP ON FUTURE FUNCTIONS IN DATABASE ${DESTINATION_DB_NAME} FROM ROLE DBT_CLOUD_TON;`}); 
+        snowflake.execute({sqlText: `REVOKE OWNERSHIP ON FUTURE PROCEDURES IN DATABASE ${DESTINATION_DB_NAME} FROM ROLE DBT_CLOUD_TON;`}); 
+        snowflake.execute({sqlText: `REVOKE OWNERSHIP ON FUTURE VIEWS IN DATABASE ${DESTINATION_DB_NAME} FROM ROLE DBT_CLOUD_TON;`}); 
+        snowflake.execute({sqlText: `REVOKE OWNERSHIP ON FUTURE STAGES IN DATABASE ${DESTINATION_DB_NAME} FROM ROLE DBT_CLOUD_TON;`}); 
+        snowflake.execute({sqlText: `REVOKE OWNERSHIP ON FUTURE TABLES IN DATABASE ${DESTINATION_DB_NAME} FROM ROLE DBT_CLOUD_TON;`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON FUTURE FUNCTIONS IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME};`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON FUTURE PROCEDURES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME};`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON FUTURE VIEWS IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME};`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON FUTURE STAGES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME};`}); 
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON FUTURE TABLES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME};`}); 
+        snowflake.execute({sqlText: `GRANT USAGE ON ALL STAGES IN DATABASE ${DESTINATION_DB_NAME} TO ROLE AWS_LAMBDA_TON_API;`}); 
+
+        snowflake.execute({sqlText: `GRANT OWNERSHIP ON DATABASE ${DESTINATION_DB_NAME} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`})
+
+        var existing_tags = snowflake.execute({sqlText: `SHOW TAGS IN DATABASE ${DESTINATION_DB_NAME};`});
+        while (existing_tags.next()) {
+            var schema = existing_tags.getColumnValue(4);
+            var tag_name = existing_tags.getColumnValue(2)
+            snowflake.execute({sqlText: `GRANT OWNERSHIP ON TAG ${DESTINATION_DB_NAME}.${schema}.${tag_name} TO ROLE ${ROLE_NAME} COPY CURRENT GRANTS;`});
+        }
+
+        snowflake.execute({sqlText: `COMMIT;`});
+    } catch (err) {
+        snowflake.execute({sqlText: `ROLLBACK;`});
+        throw(err);
+    }
+
+    return true
+$$
+
+{%- endmacro %}

macros/streamline/models.sql

@@ -0,0 +1,83 @@
+{% macro streamline_external_table_query_v2(
+        model,
+        partition_function,
+        partition_name,
+        other_cols
+) %}
+WITH meta AS (
+    SELECT
+        LAST_MODIFIED::timestamp_ntz AS _inserted_timestamp,
+        file_name,
+        {{ partition_function }} AS {{ partition_name }}
+    FROM
+        TABLE(
+            information_schema.external_table_file_registration_history(
+                start_time => DATEADD('day', -3, CURRENT_TIMESTAMP()),
+                table_name => '{{ source( "bronze_streamline", model) }}')
+            ) A
+)
+SELECT
+    {{ other_cols }},
+    DATA,
+    _inserted_timestamp,
+    s.{{ partition_name }},
+    s.value AS VALUE,
+    file_name
+FROM
+    {{ source(
+        "bronze_streamline",
+        model
+    ) }}
+    s
+JOIN 
+    meta b
+    ON b.file_name = metadata$filename
+    AND b.{{ partition_name }} = s.{{ partition_name }}
+WHERE
+    b.{{ partition_name }} = s.{{ partition_name }}
+    AND (
+        data:error:code IS NULL
+    )
+{% endmacro %}
+
+{% macro streamline_external_table_FR_query_v2(
+        model,
+        partition_function,
+        partition_name,
+        other_cols
+) %}
+WITH meta AS (
+    SELECT
+        LAST_MODIFIED::timestamp_ntz AS _inserted_timestamp,
+        file_name,
+        {{ partition_function }} AS {{ partition_name }}
+    FROM
+        TABLE(
+            information_schema.external_table_files(
+                table_name => '{{ source( "bronze_streamline", model) }}'
+            )
+        ) A
+)
+SELECT
+    {{ other_cols }},
+    DATA,
+    _inserted_timestamp,
+    s.{{ partition_name }},
+    s.value AS VALUE,
+    file_name
+FROM
+    {{ source(
+        "bronze_streamline",
+        model
+    ) }}
+    s
+JOIN 
+    meta b
+    ON b.file_name = metadata$filename
+    AND b.{{ partition_name }} = s.{{ partition_name }}
+WHERE
+    b.{{ partition_name }} = s.{{ partition_name }}
+    AND (
+        data:error:code IS NULL
+    )
+{% endmacro %}

macros/streamline/streamline_udfs.sql

@@ -0,0 +1,10 @@
+{% macro create_udf_bulk_rest_api_v2() %}
+    CREATE
+    OR REPLACE EXTERNAL FUNCTION streamline.udf_bulk_rest_api_v2(
+        json OBJECT
+    ) returns ARRAY {% if target.database == 'TON' -%}
+        api_integration = aws_ton_api_prod AS 'https://e2rz7s6i8j.execute-api.us-east-1.amazonaws.com/prod/udf_bulk_rest_api'
+    {% else %}
+        api_integration = aws_ton_api_stg_v2 AS 'https://f1nw4eppf9.execute-api.us-east-1.amazonaws.com/stg/udf_bulk_rest_api'
+    {%- endif %}
+{% endmacro %}

macros/tags/add_database_or_schema_tags.sql

@@ -0,0 +1,6 @@
+{% macro add_database_or_schema_tags() %}
+    {{ set_database_tag_value(
+        'BLOCKCHAIN_NAME',
+        'TON'
+    ) }}
+{% endmacro %}

macros/tags/snowflake_tagging.sql

@@ -0,0 +1,127 @@
+{% macro apply_meta_as_tags(results) %}
+    {% if var("UPDATE_SNOWFLAKE_TAGS") %}
+        {{ log('apply_meta_as_tags', info=False) }}
+        {{ log(results, info=False) }}
+        {% if execute %}
+
+            {%- set tags_by_schema = {} -%}
+            {% for res in results -%}
+                {% if res.node.meta.database_tags %}
+
+                    {%- set model_database = res.node.database -%}
+                    {%- set model_schema = res.node.schema -%}
+                    {%- set model_schema_full = model_database+'.'+model_schema -%}
+                    {%- set model_alias = res.node.alias -%}
+
+                    {% if model_schema_full not in tags_by_schema.keys() %}
+                        {{ log('need to fetch tags for schema '+model_schema_full, info=False) }}
+                        {%- call statement('main', fetch_result=True) -%}
+                            show tags in {{model_database}}.{{model_schema}}
+                        {%- endcall -%}
+                        {%- set _ = tags_by_schema.update({model_schema_full: load_result('main')['table'].columns.get('name').values()|list}) -%}
+                        {{ log('Added tags to cache', info=False) }}
+                    {% else %}
+                        {{ log('already have tag info for schema', info=False) }}
+                    {% endif %}
+
+                    {%- set current_tags_in_schema = tags_by_schema[model_schema_full] -%}
+                    {{ log('current_tags_in_schema:', info=False) }}
+                    {{ log(current_tags_in_schema, info=False) }}
+                    {{ log("========== Processing tags for "+model_schema_full+"."+model_alias+" ==========", info=False) }}
+
+                    {% set line -%}
+                        node: {{ res.node.unique_id }}; status: {{ res.status }} (message: {{ res.message }})
+                        node full: {{ res.node}}
+                        meta: {{ res.node.meta}}
+                        materialized: {{ res.node.config.materialized }}
+                    {%- endset %}
+                    {{ log(line, info=False) }}
+
+                    {%- call statement('main', fetch_result=True) -%}
+                        select LEVEL,UPPER(TAG_NAME) as TAG_NAME,TAG_VALUE from table(information_schema.tag_references_all_columns('{{model_schema}}.{{model_alias}}', 'table'))
+                    {%- endcall -%}
+                    {%- set existing_tags_for_table = load_result('main')['data'] -%}
+                    {{ log('Existing tags for table:', info=False) }}
+                    {{ log(existing_tags_for_table, info=False) }}
+
+                    {{ log('--', info=False) }}
+                    {% for table_tag in res.node.meta.database_tags.table %}
+
+                        {{ create_tag_if_missing(current_tags_in_schema,table_tag|upper) }}
+                        {% set desired_tag_value = res.node.meta.database_tags.table[table_tag] %}
+
+                        {{set_table_tag_value_if_different(model_schema,model_alias,table_tag,desired_tag_value,existing_tags_for_table)}}
+                    {% endfor %}
+                    {{ log("========== Finished processing tags for "+model_alias+" ==========", info=False) }}
+                {% endif %}
+            {% endfor %}
+        {% endif %}
+    {% endif %}
+{% endmacro %}
+
+
+{% macro create_tag_if_missing(all_tag_names,table_tag) %}
+	{% if table_tag not in all_tag_names %}
+		{{ log('Creating missing tag '+table_tag, info=False) }}
+        {%- call statement('main', fetch_result=True) -%}
+            create tag if not exists silver.{{table_tag}}
+        {%- endcall -%}
+		{{ log(load_result('main').data, info=False) }}
+	{% else %}
+		{{ log('Tag already exists: '+table_tag, info=False) }}
+	{% endif %}
+{% endmacro %}
+
+{% macro set_table_tag_value_if_different(model_schema,table_name,tag_name,desired_tag_value,existing_tags) %}
+    {{ log('Ensuring tag '+tag_name+' has value '+desired_tag_value+' at table level', info=False) }}
+    {%- set existing_tag_for_table = existing_tags|selectattr('0','equalto','TABLE')|selectattr('1','equalto',tag_name|upper)|list -%}
+    {{ log('Filtered tags for table:', info=False) }}
+    {{ log(existing_tag_for_table[0], info=False) }}
+    {% if existing_tag_for_table|length > 0 and existing_tag_for_table[0][2]==desired_tag_value %}
+        {{ log('Correct tag value already exists', info=False) }}
+    {% else %}
+        {{ log('Setting tag value for '+tag_name+' to value '+desired_tag_value, info=False) }}
+        {%- call statement('main', fetch_result=True) -%}
+            alter table {{model_schema}}.{{table_name}} set tag {{tag_name}} = '{{desired_tag_value}}'
+        {%- endcall -%}
+        {{ log(load_result('main').data, info=False) }}
+    {% endif %}
+{% endmacro %}
+
+{% macro set_column_tag_value_if_different(table_name,column_name,tag_name,desired_tag_value,existing_tags) %}
+    {{ log('Ensuring tag '+tag_name+' has value '+desired_tag_value+' at column level', info=False) }}
+    {%- set existing_tag_for_column = existing_tags|selectattr('0','equalto','COLUMN')|selectattr('1','equalto',tag_name|upper)|list -%}
+    {{ log('Filtered tags for column:', info=False) }}
+    {{ log(existing_tag_for_column[0], info=False) }}
+    {% if existing_tag_for_column|length > 0 and existing_tag_for_column[0][2]==desired_tag_value %}
+        {{ log('Correct tag value already exists', info=False) }}
+    {% else %}
+        {{ log('Setting tag value for '+tag_name+' to value '+desired_tag_value, info=False) }}
+        {%- call statement('main', fetch_result=True) -%}
+            alter table {{table_name}} modify column {{column_name}} set tag {{tag_name}} = '{{desired_tag_value}}'
+        {%- endcall -%}
+        {{ log(load_result('main').data, info=False) }}
+    {% endif %}
+{% endmacro %}
+
+{% macro set_database_tag_value(tag_name,tag_value) %}
+    {% set query %}
+        create tag if not exists silver.{{tag_name}}
+    {% endset %}
+    {% do run_query(query) %}
+    {% set query %}
+        alter database {{target.database}} set tag {{target.database}}.silver.{{tag_name}} = '{{tag_value}}'
+    {% endset %}
+    {% do run_query(query) %}
+{% endmacro %}
+
+{% macro set_schema_tag_value(target_schema,tag_name,tag_value) %}
+    {% set query %}
+        create tag if not exists silver.{{tag_name}}
+    {% endset %}
+    {% do run_query(query) %}
+    {% set query %}
+        alter schema {{target.database}}.{{target_schema}} set tag {{target.database}}.silver.{{tag_name}} = '{{tag_value}}'
+    {% endset %}
+    {% do run_query(query) %}
+{% endmacro %}

macros/tests/compare_model_subset.sql

@@ -0,0 +1,29 @@
+{% test compare_model_subset(model, compare_model, compare_columns, model_condition) %}
+
+{% set compare_cols_csv = compare_columns | join(', ') %}
+
+with a as (
+    select {{compare_cols_csv}} from {{ model }}
+    {{ model_condition }}
+),
+b as (
+    select {{compare_cols_csv}} from {{ compare_model }}
+),
+a_minus_b as (
+    select * from a
+    except
+    select * from b
+),
+b_minus_a as (
+    select * from b
+    except
+    select * from a
+),
+unioned as (
+    select 'in_actual_not_in_expected' as which_diff, a_minus_b.* from a_minus_b
+    union all
+    select 'in_expected_not_in_actual' as which_diff, b_minus_a.* from b_minus_a
+)
+select * from unioned
+
+{% endtest %}

macros/tests/sequence_gaps.sql

@@ -0,0 +1,37 @@
+{% macro sequence_gaps(
+        table,
+        partition_by,
+        column
+    ) %}
+    {%- set partition_sql = partition_by | join(", ") -%}
+    {%- set previous_column = "prev_" ~ column -%}
+    WITH source AS (
+        SELECT
+            {{ partition_sql + "," if partition_sql }}
+            {{ column }},
+            LAG(
+                {{ column }},
+                1
+            ) over (
+                {{ "PARTITION BY " ~ partition_sql if partition_sql }}
+                ORDER BY
+                    {{ column }} ASC
+            ) AS {{ previous_column }}
+        FROM
+            {{ table }}
+        WHERE
+            block_timestamp::date <= current_date - 1
+    )
+SELECT
+    {{ partition_sql + "," if partition_sql }}
+    {{ previous_column }},
+    {{ column }},
+    {{ column }} - {{ previous_column }}
+    - 1 AS gap
+FROM
+    source
+WHERE
+    {{ column }} - {{ previous_column }} <> 1
+ORDER BY
+    gap DESC
+{% endmacro %}

models/bronze/core/bronze__blocks.sql

@@ -0,0 +1,9 @@
+{{ config (
+    materialized = 'view'
+) }}
+{{ streamline_external_table_query_v2(
+    model = 'blocks',
+    partition_function = "CAST(SPLIT_PART(SPLIT_PART(file_name, '/', 3), '_', 1) AS INTEGER)",
+    partition_name = "partition_key",
+    other_cols = "value:SEQUENCE_NUMBER::BIGINT as SEQUENCE_NUMBER, value:SHARD::STRING as SHARD, value:WORKCHAIN::INT as WORKCHAIN"
+) }}

models/bronze/core/bronze__blocks_FR.sql

@@ -0,0 +1,9 @@
+{{ config (
+    materialized = 'view'
+) }}
+{{ streamline_external_table_FR_query_v2(
+    model = 'blocks',
+    partition_function = "CAST(SPLIT_PART(SPLIT_PART(file_name, '/', 3), '_', 1) AS INTEGER)",
+    partition_name = "partition_key",
+    other_cols = "value:SEQUENCE_NUMBER::BIGINT as SEQUENCE_NUMBER, value:SHARD::STRING as SHARD, value:WORKCHAIN::INT as WORKCHAIN"
+) }}

models/bronze/core/bronze__shards.sql

@@ -0,0 +1,9 @@
+{{ config (
+    materialized = 'view'
+) }}
+{{ streamline_external_table_query_v2(
+    model = 'shards',
+    partition_function = "CAST(SPLIT_PART(SPLIT_PART(file_name, '/', 3), '_', 1) AS INTEGER)",
+    partition_name = "partition_key",
+    other_cols = "value:SEQUENCE_NUMBER::BIGINT as SEQUENCE_NUMBER"
+) }}

models/bronze/core/bronze__shards_FR.sql

@@ -0,0 +1,9 @@
+{{ config (
+    materialized = 'view'
+) }}
+{{ streamline_external_table_FR_query_v2(
+    model = 'shards',
+    partition_function = "CAST(SPLIT_PART(SPLIT_PART(file_name, '/', 3), '_', 1) AS INTEGER)",
+    partition_name = "partition_key",
+    other_cols = "value:SEQUENCE_NUMBER::BIGINT as SEQUENCE_NUMBER"
+) }}

models/bronze/core/bronze__transactions.sql

@@ -0,0 +1,9 @@
+{{ config (
+    materialized = 'view'
+) }}
+{{ streamline_external_table_query_v2(
+    model = 'transactions',
+    partition_function = "CAST(SPLIT_PART(SPLIT_PART(file_name, '/', 3), '_', 1) AS INTEGER)",
+    partition_name = "partition_key",
+    other_cols = "value:SEQUENCE_NUMBER::BIGINT as SEQUENCE_NUMBER, value:SHARD::STRING as SHARD, value:WORKCHAIN::INT as WORKCHAIN"
+) }}

models/bronze/core/bronze__transactions_FR.sql

@@ -0,0 +1,9 @@
+{{ config (
+    materialized = 'view'
+) }}
+{{ streamline_external_table_FR_query_v2(
+    model = 'transactions',
+    partition_function = "CAST(SPLIT_PART(SPLIT_PART(file_name, '/', 3), '_', 1) AS INTEGER)",
+    partition_name = "partition_key",
+    other_cols = "value:SEQUENCE_NUMBER::BIGINT as SEQUENCE_NUMBER, value:SHARD::STRING as SHARD, value:WORKCHAIN::INT as WORKCHAIN"
+) }}

models/sources.yml

@@ -0,0 +1,24 @@
+version: 2
+
+sources:
+  - name: bronze_streamline
+    database: streamline
+    schema: "{{ 'ton' if target.database == 'TON' else 'ton_dev' }}"
+    tables:
+      - name: shards
+      - name: blocks
+      - name: transactions
+ 
+  - name: crosschain
+    database: "{{ 'crosschain' if target.database == 'TON' else 'crosschain_dev' }}"
+    schema: core
+    tables:
+      - name: address_tags
+      - name: dim_dates
+  - name: crosschain_silver
+    database: "{{ 'crosschain' if target.database == 'TON' else 'crosschain_dev' }}"
+    schema: silver
+    tables:
+      - name: number_sequence
+      - name: complete_native_prices
+      - name: labels_combined

models/streamline/core/complete/streamline__blocks_complete.sql

@@ -0,0 +1,46 @@
+-- depends_on: {{ ref('bronze__blocks') }}
+-- depends_on: {{ ref('bronze__blocks_FR') }}
+{{ config (
+    materialized = "incremental",
+    unique_key = ['sequence_number','shard','workchain'],
+    merge_exclude_columns = ["inserted_timestamp"],
+    cluster_by = "ROUND(sequence_number, -5)",
+    tags = ['streamline_realtime']
+) }}
+
+SELECT
+    sequence_number,
+    shard,
+    workchain,
+    partition_key,
+    _inserted_timestamp,
+    SYSDATE() AS inserted_timestamp,
+    SYSDATE() AS modified_timestamp,
+    file_name,
+    '{{ invocation_id }}' AS _invocation_id,
+FROM
+
+{% if is_incremental() %}
+{{ ref('bronze__blocks') }}
+{% else %}
+    {{ ref('bronze__blocks_FR') }}
+{% endif %}
+WHERE
+    DATA :ok = TRUE
+
+{% if is_incremental() %}
+AND _inserted_timestamp >= (
+    SELECT
+        COALESCE(MAX(_INSERTED_TIMESTAMP), '1970-01-01' :: DATE) max_INSERTED_TIMESTAMP
+    FROM
+        {{ this }})
+        AND DATA IS NOT NULL
+    {% endif %}
+
+    qualify ROW_NUMBER() over (
+        PARTITION BY sequence_number,
+        shard,
+        workchain
+        ORDER BY
+            _inserted_timestamp DESC
+    ) = 1

models/streamline/core/complete/streamline__shards_complete.sql

@@ -0,0 +1,42 @@
+-- depends_on: {{ ref('bronze__shards') }}
+-- depends_on: {{ ref('bronze__shards_FR') }}
+{{ config (
+    materialized = "incremental",
+    unique_key = 'sequence_number',
+    merge_exclude_columns = ["inserted_timestamp"],
+    cluster_by = "ROUND(sequence_number, -5)",
+    tags = ['streamline_realtime']
+) }}
+
+SELECT
+    sequence_number AS sequence_number,
+    partition_key,
+    DATA :result :shards AS shards,
+    _inserted_timestamp,
+    SYSDATE() AS inserted_timestamp,
+    SYSDATE() AS modified_timestamp,
+    '{{ invocation_id }}' AS _invocation_id,
+FROM
+
+{% if is_incremental() %}
+{{ ref('bronze__shards') }}
+{% else %}
+    {{ ref('bronze__shards_FR') }}
+{% endif %}
+WHERE
+    DATA :ok = TRUE
+
+{% if is_incremental() %}
+AND _inserted_timestamp >= (
+    SELECT
+        COALESCE(MAX(_INSERTED_TIMESTAMP), '1970-01-01' :: DATE) max_INSERTED_TIMESTAMP
+    FROM
+        {{ this }})
+        AND DATA IS NOT NULL
+    {% endif %}
+
+    qualify ROW_NUMBER() over (
+        PARTITION BY sequence_number
+        ORDER BY
+            _inserted_timestamp DESC
+    ) = 1

models/streamline/core/complete/streamline__transactions_complete.sql

@@ -0,0 +1,47 @@
+-- depends_on: {{ ref('bronze__transactions') }}
+-- depends_on: {{ ref('bronze__transactions_FR') }}
+{{ config (
+    materialized = "incremental",
+    unique_key = ['sequence_number','shard','workchain'],
+    merge_exclude_columns = ["inserted_timestamp"],
+    cluster_by = "ROUND(sequence_number, -5)",
+    tags = ['streamline_realtime']
+) }}
+
+SELECT
+    sequence_number,
+    shard,
+    workchain,
+    partition_key,
+    _inserted_timestamp,
+    SYSDATE() AS inserted_timestamp,
+    SYSDATE() AS modified_timestamp,
+    file_name,
+    '{{ invocation_id }}' AS _invocation_id,
+FROM
+
+{% if is_incremental() %}
+{{ ref('bronze__transactions') }}
+{% else %}
+    {{ ref('bronze__transactions_FR') }}
+{% endif %}
+WHERE
+    VALUE :"result.incomplete" = FALSE
+    AND VALUE :ok = TRUE
+
+{% if is_incremental() %}
+AND _inserted_timestamp >= (
+    SELECT
+        COALESCE(MAX(_INSERTED_TIMESTAMP), '1970-01-01' :: DATE) max_INSERTED_TIMESTAMP
+    FROM
+        {{ this }})
+        AND DATA IS NOT NULL
+    {% endif %}
+
+    qualify ROW_NUMBER() over (
+        PARTITION BY sequence_number,
+        shard,
+        workchain
+        ORDER BY
+            _inserted_timestamp DESC
+    ) = 1

models/streamline/core/realtime/streamline__blocks_realtime.sql

@@ -0,0 +1,51 @@
+{{ config (
+    materialized = "view",
+    post_hook = fsc_utils.if_data_call_function_v2(
+        func = 'streamline.udf_bulk_rest_api_v2',
+        target = "{{this.schema}}.{{this.identifier}}",
+        params ={ "external_table" :"blocks",
+        "sql_limit" :"100000",
+        "producer_batch_size" :"100000",
+        "worker_batch_size" :"50000",
+        "sql_source" :"{{this.identifier}}",
+        "order_by_column": "sequence_number DESC" }
+    ),
+    tags = ['streamline_realtime']
+) }}
+
+WITH shards AS (
+
+    SELECT
+        sequence_number,
+        shard,
+        workchain
+    FROM
+        {{ ref("streamline__blocks") }}
+    EXCEPT
+    SELECT
+        sequence_number,
+        shard,
+        workchain
+    FROM
+        {{ ref("streamline__blocks_complete") }}
+)
+SELECT
+    sequence_number,
+    shard,
+    workchain,
+    ROUND(
+        sequence_number,
+        -5
+    ) :: INT AS partition_key,
+    {{ target.database }}.live.udf_api(
+        'GET',
+        '{Service}/{Authentication}/getBlockHeader?workchain=' || workchain || '&shard=' || shard || '&seqno=' || sequence_number,
+        OBJECT_CONSTRUCT(
+            'Content-Type',
+            'application/json'
+        ),
+        OBJECT_CONSTRUCT(),
+        'Vault/prod/ton/quicknode/mainnet'
+    ) AS request
+FROM
+    shards

models/streamline/core/realtime/streamline__shards_realtime.sql

@@ -0,0 +1,45 @@
+{{ config (
+    materialized = "view",
+    post_hook = fsc_utils.if_data_call_function_v2(
+        func = 'streamline.udf_bulk_rest_api_v2',
+        target = "{{this.schema}}.{{this.identifier}}",
+        params ={ "external_table" :"shards",
+        "sql_limit" :"100000",
+        "producer_batch_size" :"100000",
+        "worker_batch_size" :"50000",
+        "sql_source" :"{{this.identifier}}",
+        "order_by_column": "sequence_number DESC" }
+    ),
+    tags = ['streamline_realtime']
+) }}
+
+WITH sequences AS (
+
+    SELECT
+        sequence_number
+    FROM
+        {{ ref("streamline__sequences") }}
+    EXCEPT
+    SELECT
+        sequence_number
+    FROM
+        {{ ref("streamline__shards_complete") }}
+)
+SELECT
+    sequence_number,
+    ROUND(
+        sequence_number,
+        -5
+    ) :: INT AS partition_key,
+    {{ target.database }}.live.udf_api(
+        'GET',
+        '{Service}/{Authentication}/shards?seqno=' || sequence_number,
+        OBJECT_CONSTRUCT(
+            'Content-Type',
+            'application/json'
+        ),
+        OBJECT_CONSTRUCT(),
+        'Vault/prod/ton/quicknode/mainnet'
+    ) AS request
+FROM
+    sequences

models/streamline/core/realtime/streamline__transactions_realtime.sql

@@ -0,0 +1,54 @@
+{{ config (
+    materialized = "view",
+    post_hook = fsc_utils.if_data_call_function_v2(
+        func = 'streamline.udf_bulk_rest_api_v2',
+        target = "{{this.schema}}.{{this.identifier}}",
+        params ={ "external_table" :"transactions",
+        "sql_limit" :"100000",
+        "producer_batch_size" :"20000",
+        "worker_batch_size" :"5000",
+        "exploded_key": tojson(["result.transactions"]),
+        "include_top_level_json": tojson(["result.incomplete","ok"]),
+        "sql_source" :"{{this.identifier}}",
+        "order_by_column": "sequence_number DESC" }
+    ),
+    tags = ['streamline_realtime']
+) }}
+
+WITH shards AS (
+
+    SELECT
+        sequence_number,
+        shard,
+        workchain
+    FROM
+        {{ ref("streamline__blocks") }}
+    EXCEPT
+    SELECT
+        sequence_number,
+        shard,
+        workchain
+    FROM
+        {{ ref("streamline__transactions_complete") }}
+)
+SELECT
+    sequence_number,
+    shard,
+    workchain,
+    ROUND(
+        sequence_number,
+        -5
+    ) :: INT AS partition_key,
+    {{ target.database }}.live.udf_api(
+        'GET',
+        '{Service}/{Authentication}/getBlockTransactionsExt?workchain=' || workchain || '&shard=' || shard || '&seqno=' || sequence_number || '&count=256',
+        --256 appears to be the max number of transactions per block that QN support - tbd on if there are blockc with > 256 transactions
+        OBJECT_CONSTRUCT(
+            'Content-Type',
+            'application/json'
+        ),
+        OBJECT_CONSTRUCT(),
+        'Vault/prod/ton/quicknode/mainnet'
+    ) AS request
+FROM
+    shards

models/streamline/core/streamline__blocks.sql

@@ -0,0 +1,21 @@
+{{ config (
+    materialized = "view",
+    tags = ['streamline_view']
+) }}
+
+SELECT
+    sequence_number AS mastechain_sequence_number,
+    VALUE :seqno AS sequence_number,
+    VALUE :shard :: STRING AS shard,
+    VALUE :workchain AS workchain
+FROM
+    {{ ref('streamline__shards_complete') }},
+    LATERAL FLATTEN(shards)
+UNION ALL
+SELECT
+    sequence_number AS mastechain_sequence_number,
+    sequence_number AS sequence_number,
+    '8000000000000000' AS shard,
+    -1 AS workchain
+FROM
+    {{ ref('streamline__sequences') }}

models/streamline/core/streamline__chainhead.sql

@@ -0,0 +1,18 @@
+{{ config (
+    materialized = "view",
+    tags = ['streamline_view']
+) }}
+
+SELECT
+    {{ target.database }}.live.udf_api(
+        'GET',
+        '{Service}/{Authentication}/getMasterchainInfo',
+        OBJECT_CONSTRUCT(
+            'Content-Type',
+            'application/json',
+            'fsc-quantum-state',
+            'livequery'
+        ),
+        OBJECT_CONSTRUCT(),
+        'Vault/prod/ton/quicknode/mainnet'
+    ) :data: "result" :"last" :"seqno" AS sequence_number

models/streamline/core/streamline__sequences.sql

@@ -0,0 +1,22 @@
+{{ config (
+    materialized = "view",
+    tags = ['streamline_view']
+) }}
+
+SELECT
+    0 AS sequence_number
+UNION
+SELECT
+    _id AS sequence_number
+FROM
+    {{ source(
+        'crosschain_silver',
+        'number_sequence'
+    ) }}
+WHERE
+    _id <= (
+        SELECT
+            MAX(sequence_number)
+        FROM
+            {{ ref('streamline__chainhead') }}
+    )

package-lock.yml

@@ -0,0 +1,16 @@
+packages:
+  - package: calogica/dbt_expectations
+    version: 0.8.5
+  - git: https://github.com/FlipsideCrypto/fsc-utils.git
+    revision: d3cf679e079f0cf06142de9386f215e55fe26b3b
+  - package: get-select/dbt_snowflake_query_tags
+    version: 2.5.0
+  - package: dbt-labs/dbt_external_tables
+    version: 0.8.2
+  - package: dbt-labs/dbt_utils
+    version: 1.0.0
+  - package: calogica/dbt_date
+    version: 0.7.2
+  - git: https://github.com/FlipsideCrypto/livequery-models.git
+    revision: b024188be4e9c6bc00ed77797ebdc92d351d620e
+sha1_hash: 733d4f1fb94f4356106bab2f9af580d0898b3b50

packages.yml

@@ -0,0 +1,11 @@
+packages:
+  - package: calogica/dbt_expectations
+    version: [">=0.4.0", "<0.9.0"]
+  - git: https://github.com/FlipsideCrypto/fsc-utils.git
+    revision: v1.32.0
+  - package: get-select/dbt_snowflake_query_tags
+    version: [">=2.0.0", "<3.0.0"]
+  - package: dbt-labs/dbt_external_tables
+    version: 0.8.2
+  - package: dbt-labs/dbt_utils
+    version: 1.0.0

profiles.yml

@@ -0,0 +1,29 @@
+ton:
+  target: dev
+  outputs:
+    dev:
+      type: snowflake
+      account: "{{ env_var('ACCOUNT') }}"
+      user: "{{ env_var('USER') }}"
+      password: "{{ env_var('PASSWORD') }}"
+      role: "{{ env_var('ROLE') }}"
+      schema: "{{ env_var('SCHEMA') }}"
+      region: "{{ env_var('REGION') }}"
+      database: "{{ env_var('DATABASE') }}"
+      warehouse: "{{ env_var('WAREHOUSE') }}"
+      threads: 8
+      client_session_keep_alive: False
+    prod:
+      type: snowflake
+      account: "{{ env_var('ACCOUNT') }}"
+      user: "{{ env_var('USER') }}"
+      password: "{{ env_var('PASSWORD') }}"
+      role: "{{ env_var('ROLE') }}"
+      schema: "{{ env_var('SCHEMA') }}"
+      region: "{{ env_var('REGION') }}"
+      database: "{{ env_var('DATABASE') }}"
+      warehouse: "{{ env_var('WAREHOUSE') }}"
+      threads: 8
+      client_session_keep_alive: False
+  config:
+    send_anonymous_usage_stats: False

requirements.txt

@@ -0,0 +1,3 @@
+dbt-core>=1.8,<1.9
+dbt-snowflake>=1.8,<1.9
+protobuf==4.25.3