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@derek
Created December 9, 2022 19:28
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CREATE TABLE lighthouse
(
`fetchTime` Nullable(DateTime),
`s3Path` String,
`suite` String,
`device` String,
`env` String,
`lighthouseVersion` String,
`requestedUrl` String,
`finalUrl` String,
`formFactor` String,
`performanceScore` Nullable(Float64),
`firstContentfulPaint` Nullable(Float64),
`largestContentfulPaint` Nullable(Float64),
`largestContentfulPaintScore` Nullable(Float64),
`largestContentfulPaintElement` String,
`speedIndex` Nullable(Float64),
`speedIndexScore` Nullable(Float64),
`cumulativeLayoutShift` Nullable(Float64),
`serverResponseTime` Nullable(Float64),
`timeToInteractive` Nullable(Float64),
`timeToInteractiveScore` Nullable(Float64),
`totalBlockingTime` Nullable(Float64),
`totalBlockingTimeScore` Nullable(Float64),
`maxPotentialFid` Nullable(Float64),
`maxPotentialFidScore` Nullable(Float64),
`firstCpuIdle` Nullable(Float64),
`firstCpuIdleScore` Nullable(Float64),
`bootupTime` Nullable(Float64),
`bootupTimeScore` Nullable(Float64),
`domSize` Nullable(Int32),
`domSizeScore` Nullable(Float64),
`oversizedImageCount` UInt64,
`oversizedImageWastedBytesTotal` UInt64,
`inefficientAnimatedCount` UInt64,
`inefficientAnimatedCountWastedBytesTotal` UInt64,
`mtti` Nullable(Float64),
`mintedUserTimings` Array(String),
`diagnostics` Array(String),
`metrics` Array(String),
`configThrottling` String,
`resourceRequestCountTotal` Nullable(UInt32),
`resourceTransferSizeTotal` Nullable(UInt32),
`resourceRequestCountImage` Nullable(UInt32),
`resourceTransferSizeImage` Nullable(UInt32),
`seoScore` Nullable(Float64),
`accessibilityScore` Nullable(Float64),
`bestPracticesScore` Nullable(Float64),
`pwaScore` Nullable(Float64),
)
ENGINE = ReplacingMergeTree
ORDER BY (s3Path);
INSERT INTO lighthouse
SELECT *
EXCEPT (_report, _audits, _categories, _config, _auditUserTimings, _auditResourceSummary, _auditInefficientImageItems, _auditInefficientAnimatedItems)
FROM (
SELECT
/* Helpers */
json as _report,
JSON_QUERY(_report, '$.audits') as _audits,
JSON_QUERY(_report, '$.categories') as _categories,
JSON_QUERY(_report, '$.configSettings') as _config,
JSONExtractArrayRaw(arrayJoin(JSONExtractArrayRaw(JSON_QUERY(_report, '$.audits."user-timings".details.items')))) as _auditUserTimings,
JSONExtractArrayRaw(arrayJoin(JSONExtractArrayRaw(JSON_QUERY(_report, '$.audits."resource-summary".details.items')))) as _auditResourceSummary,
JSONExtractArrayRaw(arrayJoin(JSONExtractArrayRaw(JSON_QUERY(_audits, '$[0]."uses-responsive-images".details.items')))) as _auditInefficientImageItems,
JSONExtractArrayRaw(arrayJoin(JSONExtractArrayRaw(JSON_QUERY(_audits, '$[0]."efficient-animated-content".details.items')))) as _auditInefficientAnimatedItems,
/* End helpers */
/* General */
parseDateTimeBestEffortOrNull(JSON_VALUE(_report, '$.fetchTime')) as fetchTime,
_path as s3Path,
replaceRegexpAll(_file, '(-mobile-3g-fast-metrics-only|-mobile-LTE-metrics-only|-metrics-only)?-[\d]*.json', '') as suite,
multiIf(match(_file, 'LTE'), 'lte', match(_file, '3g'), '3g', 'desktop') as device,
multiIf(match(_path, 'sandbox/prod'), 'prod', match(_path, 'sandbox/qa'), 'qa', 'test') as env,
JSON_VALUE(_report, '$.lighthouseVersion') as lighthouseVersion,
JSON_VALUE(_report, '$.requestedUrl') as requestedUrl,
JSON_VALUE(_report, '$.finalUrl') as finalUrl,
JSON_VALUE(_config, '$[0].emulatedFormFactor') as formFactor,
/* Performance Score */
toFloat64OrNull(JSON_VALUE(_categories, '$[0].performance.score')) as performanceScore,
/* FCP */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."first-contentful-paint".numericValue'))) as firstContentfulPaint,
/* LCP */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."largest-contentful-paint".numericValue'))) as largestContentfulPaint,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."largest-contentful-paint".score')) as largestContentfulPaintScore,
/* LCP element */
JSON_QUERY(_audits, '$[0]."largest-contentful-paint-element".details') as largestContentfulPaintElement,
/* Speed Index */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."speed-index".numericValue'))) as speedIndex,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."speed-index".score')) as speedIndexScore,
/* CLS */
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."cumulative-layout-shift".numericValue')) as cumulativeLayoutShift,
/* SRT */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."server-response-time".numericValue'))) as serverResponseTime,
/* TTI */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."interactive".numericValue'))) as timeToInteractive,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."interactive".score')) as timeToInteractiveScore,
/* TBT */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."total-blocking-time".numericValue'))) as totalBlockingTime,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."total-blocking-time".score')) as totalBlockingTimeScore,
/* Potential FID */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."max-potential-fid".numericValue'))) as maxPotentialFid,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."max-potential-fid".score')) as maxPotentialFidScore,
/* First CPU Idle */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."first-cpu-idle".numericValue'))) as firstCpuIdle,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."first-cpu-idle".score')) as firstCpuIdleScore,
/* Bootup Time */
round(toFloat64OrNull(JSON_VALUE(_audits, '$[0]."bootup-time".numericValue'))) as bootupTime,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."bootup-time".score')) as bootupTimeScore,
/* DOM Size */
toInt32OrNull(JSON_VALUE(_audits, '$[0]."dom-size".numericValue')) as domSize,
toFloat64OrNull(JSON_VALUE(_audits, '$[0]."dom-size".score')) as domSizeScore,
/* Oversized Images */
length(_auditInefficientImageItems) as oversizedImageCount,
arrayReduce('sum', arrayMap(i -> (JSONExtractUInt(i, 'wastedBytes')), _auditInefficientImageItems)) as oversizedImageWastedBytesTotal,
/* Animated Gifs */
length(_auditInefficientAnimatedItems) as inefficientAnimatedCount,
arrayReduce('sum', arrayMap(i -> (JSONExtractUInt(i, 'wastedBytes')), _auditInefficientAnimatedItems)) as inefficientAnimatedCountWastedBytesTotal,
/* MTTI */
round(toFloat64OrNull(JSON_VALUE(arrayFirst(t -> (JSONExtractString(t, 'name') = 'minted-time-to-interactive'), _auditUserTimings), '$.duration'))) as mtti,
/* Minted User Timings */
arrayFilter(t -> (JSONExtractString(t, 'name') LIKE 'minted%'), _auditUserTimings) as mintedUserTimings,
/* Diagnostics */
JSONExtractArrayRaw(arrayJoin(JSONExtractArrayRaw(JSON_QUERY(_report, '$.audits."diagnostics".details.items')))) as diagnostics,
/* Metrics */
JSONExtractArrayRaw(arrayJoin(JSONExtractArrayRaw(JSON_QUERY(_report, '$.audits."metrics".details.items')))) as metrics,
/* Throttling */
JSON_QUERY(_report, '$.configSettings.throttling') as configThrottling,
/* Resources */
toUInt32OrNull(JSON_VALUE(arrayFirst(t -> (JSONExtractString(t, 'resourceType') = 'total'), _auditResourceSummary), '$.requestCount')) as resourceRequestCountTotal,
toUInt32OrNull(JSON_VALUE(arrayFirst(t -> (JSONExtractString(t, 'resourceType') = 'total'), _auditResourceSummary), '$.transferSize')) as resourceTransferSizeTotal,
toUInt32OrNull(JSON_VALUE(arrayFirst(t -> (JSONExtractString(t, 'resourceType') = 'image'), _auditResourceSummary), '$.requestCount')) as resourceRequestCountImage,
toUInt32OrNull(JSON_VALUE(arrayFirst(t -> (JSONExtractString(t, 'resourceType') = 'image'), _auditResourceSummary), '$.transferSize')) as resourceTransferSizeImage,
/* SEO Score */
toFloat64OrNull(JSON_VALUE(_categories, '$[0].seo.score')) as seoScore,
/* A11y Score */
toFloat64OrNull(JSON_VALUE(_categories, '$[0].accessibility.score')) as accessibilityScore,
/* Best Practices Score */
toFloat64OrNull(JSON_VALUE(_categories, '$[0]."best-practices".score')) as bestPracticesScore,
/* PWA Score */
toFloat64OrNull(JSON_VALUE(_categories, '$[0].pwa.score')) as pwaScore
FROM s3(`http://s3.us-east-1.amazonaws.com/${my_s3_bucket}/lighthouse_reports/*.lighthouse.json`, aws_access_key_id, aws_secret_access_key, 'JSONAsString')
SETTINGS max_threads=64, max_insert_threads=64, input_format_parallel_parsing=0
);
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