Sustainability 2024: Queries

sql/2024/sustainability/cache_header_usage.sql

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+#standardSQL
+# The distribution of cache header adoption on websites by client.
+
+SELECT
+  client,
+  COUNT(0) AS total_requests,
+
+  COUNTIF(uses_cache_control) AS total_using_cache_control,
+  COUNTIF(uses_max_age) AS total_using_max_age,
+  COUNTIF(uses_expires) AS total_using_expires,
+  COUNTIF(uses_max_age AND uses_expires) AS total_using_max_age_and_expires,
+  COUNTIF(uses_cache_control AND uses_expires) AS total_using_both_cc_and_expires,
+  COUNTIF(NOT uses_cache_control AND NOT uses_expires) AS total_using_neither_cc_and_expires,
+  COUNTIF(uses_cache_control AND NOT uses_expires) AS total_using_only_cache_control,
+  COUNTIF(NOT uses_cache_control AND uses_expires) AS total_using_only_expires,
+
+  COUNTIF(uses_cache_control) / COUNT(0) AS pct_cache_control,
+  COUNTIF(uses_max_age) / COUNT(0) AS pct_using_max_age,
+  COUNTIF(uses_expires) / COUNT(0) AS pct_using_expires,
+  COUNTIF(uses_max_age AND uses_expires) / COUNT(0) AS pct_using_max_age_and_expires,
+  COUNTIF(uses_cache_control AND uses_expires) / COUNT(0) AS pct_using_both_cc_and_expires,
+  COUNTIF(NOT uses_cache_control AND NOT uses_expires) / COUNT(0) AS pct_using_neither_cc_nor_expires,
+  COUNTIF(uses_cache_control AND NOT uses_expires) / COUNT(0) AS pct_using_only_cache_control,
+  COUNTIF(NOT uses_cache_control AND uses_expires) / COUNT(0) AS pct_using_only_expires
+
+FROM (
+  SELECT
+    client,
+
+    JSON_EXTRACT_SCALAR(summary, '$.resp_expires') IS NOT NULL AND TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_expires')) != '' AS uses_expires,
+    JSON_EXTRACT_SCALAR(summary, '$.resp_cache_control') IS NOT NULL AND TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_cache_control')) != '' AS uses_cache_control,
+    REGEXP_CONTAINS(JSON_EXTRACT_SCALAR(summary, '$.resp_cache_control'), r'(?i)max-age\s*=\s*[0-9]+') AS uses_max_age,
+
+    JSON_EXTRACT_SCALAR(summary, '$.resp_etag') IS NULL OR TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_etag')) = '' AS uses_no_etag,
+    JSON_EXTRACT_SCALAR(summary, '$.resp_etag') IS NOT NULL AND TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_etag')) != '' AS uses_etag,
+    JSON_EXTRACT_SCALAR(summary, '$.resp_last_modified') IS NOT NULL AND TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_last_modified')) != '' AS uses_last_modified,
+
+    REGEXP_CONTAINS(TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_etag')), '^W/".*"') AS uses_weak_etag,
+    REGEXP_CONTAINS(TRIM(JSON_EXTRACT_SCALAR(summary, '$.resp_etag')), '^".*"') AS uses_strong_etag
+
+  FROM
+    `httparchive.all.requests`
+  WHERE
+    date = '2024-06-01'
+)
+
+GROUP BY
+  client
+ORDER BY
+  client;

sql/2024/sustainability/cdn_adoption.sql

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+#standardSQL
+# The distribution of CDN adoption on websites by client.
+
+SELECT
+  client,
+  IF(cdn = '', 'No CDN', cdn) AS cdn,
+  COUNT(0) AS freq,
+  total,
+  COUNT(0) / total AS pct
+FROM (
+  SELECT
+    client,
+    COUNT(0) AS total,
+    ARRAY_CONCAT_AGG(SPLIT(JSON_EXTRACT_SCALAR(summary, '$.cdn'), ', ')) AS cdn_list
+  FROM
+    `httparchive.all.pages`
+  WHERE
+    date = '2024-06-01' AND
+    is_root_page = TRUE
+  GROUP BY
+    client
+),
+UNNEST(cdn_list) AS cdn
+GROUP BY
+  client,
+  cdn,
+  total
+ORDER BY
+  pct DESC,
+  client,
+  cdn;

sql/2024/sustainability/cms_bytes_per_type.sql

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+#standardSQL
+# Median resource weights by CMS
+
+# Declare variables to calculate the carbon emissions of one byte
+# Source: https://sustainablewebdesign.org/calculating-digital-emissions/
+# The implementation below does not make the assumptions about returning visitors or caching that are present in the Sustainable Web Design model.
+
+DECLARE grid_intensity NUMERIC DEFAULT 494;
+DECLARE embodied_emissions_data_centers NUMERIC DEFAULT 0.012;
+DECLARE embodied_emissions_network NUMERIC DEFAULT 0.013;
+DECLARE embodied_emissions_user_devices NUMERIC DEFAULT 0.081;
+DECLARE operational_emissions_data_centers NUMERIC DEFAULT 0.055;
+DECLARE operational_emissions_network NUMERIC DEFAULT 0.059;
+DECLARE operational_emissions_user_devices NUMERIC DEFAULT 0.080;
+
+WITH cms_data AS (
+  SELECT
+    client,
+    page,
+    tech.technology AS cms,
+    CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 AS total_kb,
+
+    -- Operational emissions calculations
+    (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_data_centers * grid_intensity AS op_emissions_dc,
+    (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_network * grid_intensity AS op_emissions_networks,
+    (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_user_devices * grid_intensity AS op_emissions_devices,
+
+    -- Embodied emissions calculations
+    (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_data_centers * grid_intensity AS em_emissions_dc,
+    (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_network * grid_intensity AS em_emissions_networks,
+    (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_user_devices * grid_intensity AS em_emissions_devices,
+
+    -- Total emissions (operational + embodied)
+    (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_data_centers * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_network * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_user_devices * grid_intensity
+    ) AS total_operational_emissions,
+
+    (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_data_centers * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_network * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_user_devices * grid_intensity
+    ) AS total_embodied_emissions,
+
+    (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_data_centers * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_network * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * operational_emissions_user_devices * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_data_centers * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_network * grid_intensity +
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * embodied_emissions_user_devices * grid_intensity
+    ) AS total_emissions,
+
+    -- Proportions of each resource type relative to total bytes
+    CAST(JSON_VALUE(summary, '$.bytesHtml') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS html_proportion,
+    CAST(JSON_VALUE(summary, '$.bytesJS') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS js_proportion,
+    CAST(JSON_VALUE(summary, '$.bytesCss') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS css_proportion,
+    CAST(JSON_VALUE(summary, '$.bytesImg') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS img_proportion,
+    CAST(JSON_VALUE(summary, '$.bytesFont') AS INT64) / CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) AS font_proportion,
+
+    -- Resource-specific emissions calculations
+    (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesHtml') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * (
+        operational_emissions_data_centers * grid_intensity +
+        operational_emissions_network * grid_intensity +
+        operational_emissions_user_devices * grid_intensity +
+        embodied_emissions_data_centers * grid_intensity +
+        embodied_emissions_network * grid_intensity +
+        embodied_emissions_user_devices * grid_intensity
+      )
+    )) AS total_html_emissions,
+
+    (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesJS') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * (
+        operational_emissions_data_centers * grid_intensity +
+        operational_emissions_network * grid_intensity +
+        operational_emissions_user_devices * grid_intensity +
+        embodied_emissions_data_centers * grid_intensity +
+        embodied_emissions_network * grid_intensity +
+        embodied_emissions_user_devices * grid_intensity
+      )
+    )) AS total_js_emissions,
+
+    (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesCss') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * (
+        operational_emissions_data_centers * grid_intensity +
+        operational_emissions_network * grid_intensity +
+        operational_emissions_user_devices * grid_intensity +
+        embodied_emissions_data_centers * grid_intensity +
+        embodied_emissions_network * grid_intensity +
+        embodied_emissions_user_devices * grid_intensity
+      )
+    )) AS total_css_emissions,
+
+    (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesImg') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * (
+        operational_emissions_data_centers * grid_intensity +
+        operational_emissions_network * grid_intensity +
+        operational_emissions_user_devices * grid_intensity +
+        embodied_emissions_data_centers * grid_intensity +
+        embodied_emissions_network * grid_intensity +
+        embodied_emissions_user_devices * grid_intensity
+      )
+    )) AS total_img_emissions,
+
+    (SAFE_DIVIDE(CAST(JSON_VALUE(summary, '$.bytesFont') AS INT64), CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64)) * (
+      (CAST(JSON_VALUE(summary, '$.bytesTotal') AS INT64) / 1024 / 1024 / 1024) * (
+        operational_emissions_data_centers * grid_intensity +
+        operational_emissions_network * grid_intensity +
+        operational_emissions_user_devices * grid_intensity +
+        embodied_emissions_data_centers * grid_intensity +
+        embodied_emissions_network * grid_intensity +
+        embodied_emissions_user_devices * grid_intensity
+      )
+    )) AS total_font_emissions,
+
+    -- Resource-specific size in KB
+    CAST(JSON_VALUE(summary, '$.bytesHtml') AS INT64) / 1024 AS html_kb,
+    CAST(JSON_VALUE(summary, '$.bytesJS') AS INT64) / 1024 AS js_kb,
+    CAST(JSON_VALUE(summary, '$.bytesCss') AS INT64) / 1024 AS css_kb,
+    CAST(JSON_VALUE(summary, '$.bytesImg') AS INT64) / 1024 AS img_kb,
+    CAST(JSON_VALUE(summary, '$.bytesFont') AS INT64) / 1024 AS font_kb
+  FROM
+    `httparchive.all.pages`,
+    UNNEST(technologies) AS tech
+  WHERE
+    date = '2024-06-01' AND
+    is_root_page = TRUE AND
+    'CMS' IN UNNEST(tech.categories)
+)
+
+SELECT
+  client,
+  cms,
+  COUNT(0) AS pages,
+  -- Median resource weights and emissions
+  APPROX_QUANTILES(total_kb, 1000)[OFFSET(500)] AS median_total_kb,
+  APPROX_QUANTILES(total_operational_emissions, 1000)[OFFSET(500)] AS median_operational_emissions,
+  APPROX_QUANTILES(total_embodied_emissions, 1000)[OFFSET(500)] AS median_embodied_emissions,
+  APPROX_QUANTILES(total_emissions, 1000)[OFFSET(500)] AS median_total_emissions,
+
+  -- Resource-specific medians
+  APPROX_QUANTILES(html_kb, 1000)[OFFSET(500)] AS median_html_kb,
+  APPROX_QUANTILES(total_html_emissions, 1000)[OFFSET(500)] AS median_total_html_emissions,
+  APPROX_QUANTILES(js_kb, 1000)[OFFSET(500)] AS median_js_kb,
+  APPROX_QUANTILES(total_js_emissions, 1000)[OFFSET(500)] AS median_total_js_emissions,
+  APPROX_QUANTILES(css_kb, 1000)[OFFSET(500)] AS median_css_kb,
+  APPROX_QUANTILES(total_css_emissions, 1000)[OFFSET(500)] AS median_total_css_emissions,
+  APPROX_QUANTILES(img_kb, 1000)[OFFSET(500)] AS median_img_kb,
+  APPROX_QUANTILES(total_img_emissions, 1000)[OFFSET(500)] AS median_total_img_emissions,
+  APPROX_QUANTILES(font_kb, 1000)[OFFSET(500)] AS median_font_kb,
+  APPROX_QUANTILES(total_font_emissions, 1000)[OFFSET(500)] AS median_total_font_emissions
+FROM
+  cms_data
+GROUP BY
+  client,
+  cms
+ORDER BY
+  pages DESC,
+  cms,
+  client;