Link
Embed
Share
Beginning
This slide
Copy link URL
Copy link URL
Copy iframe embed code
Copy iframe embed code
Copy javascript embed code
Copy javascript embed code
Share
Tweet
Share
Tweet
Slide 1
Slide 1 text
1 ϨΨγʔԽͨ͠data pipelineͷഇࢭ 2021/12/1 0 גࣜձࣾϝϧΧϦ ӬҪ ৳ Data Engineering Study #11
Slide 2
Slide 2 text
2 ● ӬҪ৳ (@__hiza__ ) ● גࣜձࣾϝϧΧϦ / Analytics Infra ॴଐ ● Analystʹཱ͍ۙͰੳڥͷඋΛਐΊ͍ͯ·͢ ൃදऀ
Slide 3
Slide 3 text
3 ● BigQueryͷϢʔβʔ 800໊/݄ ● AnalyticsML EngineerͷଞʹɺCSPdMσʔλΛར༻ ➡ ඇৗʹ׆ൃʹσʔλ͕ར༻͞Ε͍ͯΔ ϝϧΧϦͷσʔλ׆༻ͷݱঢ়
Slide 4
Slide 4 text
4 ● ෳͷγεςϜ(ຊ൪ڥ)͔ΒBigQueryʹσʔλΛΞοϓϩʔυ ● Data pipelineෳͷܥ౷͕͋Δ BigQueryΛத৺ͱͨ͠σʔλج൫ BigQuery BigQuery Console ຊ൪ڥ ਤ σʔλج൫ͷུ֓ɻ ➡ͷํʹσʔλ͕ྲྀΕΔɻ
Slide 5
Slide 5 text
5 ● ߴ͍ӡ༻ίετ / োϦεΫ ○ node.jsʹΑΔಠ࣮ࣗͷϫʔΫϑϩʔΤϯδϯ ○ ։ൃ։͕࢝8લɻओཁͳ։ൃऀ͕͢Ͱʹډͳ͍ ➡ ٕज़తʹແཧ͕͋Γɺ༷ʑͳΛੜΜͰ͍ͨ Λ๊͑ͨͱ͋Δdata pipeline
Slide 6
Slide 6 text
6 ͳͥഇࢭͰ͖ͳ͔͔ͬͨ? ● ࠶ݱࠔͳσʔλ ○ σʔλΛՃͭͭ͠BigQueryʹΞοϓϩʔυɻՃͷϩδοΫ͕͔Βͳ͍ ○ Batch͕ಈ࡞͢ΔλΠϛϯάʹґଘͨ͠σʔλ ● ۀͱ͍͏ݟ͑ͳ͍ґଘؔ ○ ͦͷσʔλʹґଘͨ͠KPI / ۀ͕͋Δ ○ σʔλͷར༻ऀ͕ଟ͍ (150໊/ ) ➡ ഇࢭҡ࣋ࠔͳ൘ڬΈ͕ੜ·ΕΔ ͜ΕΛ”ϨΨγʔԽͨ͠data pipeline” ͱশ͍ͯ͠·͢
Slide 7
Slide 7 text
7 ● ඞཁͳͷ ňٕज़తʹແཧ͕ͳ͘ɺۀ্ेͳ༷ʼn ○ ୯ʹٕज़తʹγϯϓϧͳ༷ɺۀతʹड͚ೖΕΒΕͳ͔ͬͨ ○ ٕज़ͱۀͷτϨʔυΦϑΛߟྀ༷͕ͨ͠ඞཁ ● ňσʔλʼn ͱ ňʼn Ͱղ͖໌͔͢ ○ BigQueryͷjob historyΛੳͯ͠ར༻ऀΛಛఆ (σʔλ ) ○ ώΞϦϯάΛ௨ͨ͡ۀཧղ () Ͳ͏ͬͯഇࢭͨ͠ͷ͔? ᶃ
Slide 8
Slide 8 text
8 ● 150໊Ҏ্ͷར༻ऀɻ “प”͚ͩͰҠߦ͕ਐ·ͳ͍ɻ ● Job historyΛੳɻར༻ऀΛϞχλϦϯά͠ͳ͕ΒPDCAΛճ͢ Ͳ͏ͬͯഇࢭͨ͠ͷ͔? ᶄ ਤ ഇࢭରσʔλͷར༻݅ਪҠɻᶃͰར༻ऀΛΒ͢ࢪࡦΛ࣮ࢪɻ
Slide 9
Slide 9 text
9 ● ഇࢭʹଟେͳίετֻ͕͔Δ ● ݹ͍data pipelineΛഇࢭͨ݁͠ՌԿ͕ಘΒΕΔͷ͔ ? ○ ӡ༻ίετͷݮ ← ଌΓΑ͏͕͋Δ ○ োൃੜʹΑΔۀఀࢭϦεΫͷݮ ← ఆྔԽ͠ʹ͍͘ ● ޙஊ ○ ར༻ऀ͕΄΅0ਓʹͳͬͨλΠϛϯάͰোൃੜ ○ ԾʹഇࢭͷऔΓΈΛਐΊ͍ͯͳ͔ͬͨΒ૬ʹେ͖ͳӨڹ͕ग़͍ͯͨ ➡ ޮՌ͕ఆྔԽ͠ʹ͍͘ ≠ ޮՌ͕͍ ݟੵΓ͕ग़དྷͳͯ͘Δ͖ࣄͬͨํ͕ྑ͍ औΓΈͷҙٛ
Slide 10
Slide 10 text
10 ● ͬͱৄ͍ͨ͘͠͠ਓ: meetyͰ͠·ͤΜ͔? ● TwitterϑΥϩʔ͓ئ͍͠·͢! ○ ϝϧΧϦͰͷੳڥඋʹ͍ͭͯϒϩάهࣄͷߘొஃͳͲΛࠂ͠·͢! ● ਓࡐืूதͰ͢ એ ϒϩάهࣄྫ: ࠓճͷऔΓΈͷΑΓৄࡉͳઆ໌