DRE/SREのプラクティス融合によるクラウドネイティブなデータ基盤作り / dre_sre

:VVLJ5BLF[BXBZUBLF %3&43&ͷϓϥΫςΟε༥߹ʹΑΔ Ϋϥ΢υωΠςΟϒͳσʔλج൫࡞Γ

QSP fi MF • ελʔϑΣεςΟόϧגࣜձࣾ΄͔ • σʔλॲཧ΍͍Ζ͍Ζ • (P4DBMB
• ϚΠΫϩαʔϏεΞʔΩςΫνϟɾϦΞΫςΟϒγεςϜɺ ϨΨγʔվળ΍43&%3&ɺ֤छϞσϦϯάͷࢧԉͳͲ • 9IUUQTUXJUUFSDPNFY@UBLF[BXB

"HFOEB • %3&ͬͯͲΜͳ͜ͱΛ͢Δͷʁ • Ϋϥ΢υͳΒͰ͸ͷσʔλج൫ͬͯʁ

%3&ͬͯͳΜͰ͠ΐ͏ʁ

%BUB3FMJBCJMJUZ&OHJOFFSJOH • 43&ͷϓϥΫςΟεΛσʔλ඼࣭؂ࢹͳͲʹద༻ • Ϗδωε΍ҙࢥܾఆʹར༻͢Δ σʔλͷ৴པੑʹؔ͢Δ׆ಈ

ͲΜͳ͜ͱΛਐΊ͍ͯ͘ͷ͔

σʔλج൫ͬͯͳʹΛ͢Δͷʁ • ձࣾͷυϝΠϯʹΑͬͯ͸ଊ͑ํ͸ҟͳΓ·͢ • σʔλ׆༻Λલఏʹσʔλऩू΍ɺ؅ཧɺ࡞੒ͳͲ σʔλʹؔ͢Δج൫ • σʔλΛΞϓϦέʔγϣϯʹϦόʔε&5-ͨ͠Γɺ ػցֶशʹར༻͞ΕͨΓ

σʔλ׆༻ͱ͸ • ձࣾ׆ಈͳͲʹ͓͚Δʮҙࢥܾఆʯ΍ʮۀ຿ޮ཰Խʯɺ ʮϚʔέςΟϯάʯͳͲͷ޲্ʹ໾ཱͯΔ • σʔλυϦϒϯͳاۀจԽ࡞Γʹͳͯ͘͸ͳΒͳ͍΋ͷ • Ͳ͏͍͏σʔλΛΤϏσϯεʹ͍͚ͯ͠͹ྑ͍͔ɺ ͳͲ͸ձࣾʹΑͬͯશ͘ҧ͏ͨΊɺ
Կ͔Λࢀߟʹ͢Δͱ׆༻͕Ͱ͖ΔΘ͚Ͱ͸ͳ͍

׆༻Ͱ͖ΔΑ͏ʹ͢ΔͨΊʹ͸

ࣄۀɾձࣾΛ஌Δ • ࣄۀͷυϝΠϯΛ͔ͬ͠Γͱཧղ͢Δ͜ͱ • υϝΠϯΛཧղ͠ͳ͚Ε͹σʔλʹؔ࿈͢Δ׆ಈ͕೉͍͠ • ୯७ʹσʔλΛू໿͢Δɺ͚ͩͰ͸׆༻͠ʹ͍͘

ࣄۀɾձࣾΛ஌Δ • ࣄۀͷཧղ౓Λ্͛Δ͜ͱͰະདྷΛߟ͑ΒΕΔΑ͏ʹ • ະདྷʹߦͨ͘ΊʹݱࡏԿ͕଍Γ͍ͯͳ͍ͷ͔ɺ Ͳ͏͍͏ઓུΛཱͯΔඞཁ͕͋Δͷ͔ • σʔλΛͲ͏׆༻͢ΔͱɾͲΜͳ΋ͷ͕͋Δͱ ໨ࢦ͍ͨ͠ํ޲ʹ޲͔͑Δͷ͔

σʔλΛݟΔɺۀ຿Λ஌Δ • ݱঢ়ͷσʔλ͕ͲͷΑ͏ʹͳ͍ͬͯΔͷ͔ • Ͳ͏͍ͬͨۀ຿ϑϩʔɺΞϓϦέʔγϣϯ͕͋Γ ͲͷλΠϛϯάͰσʔλ͕࡞ΒΕΔͷ͔ • ͲͷλΠϛϯάͷσʔλ͕׆༻Ͱ͖Δͷ͔

σʔλΛݟΔɺۀ຿Λ஌Δ • σʔλઃܭ͸ΞϓϦέʔγϣϯدΓͳͷ͔ɺ ׆༻ʹ΋଱͑͏Δઃܭʹͳ͍ͬͯΔͷ͔ • อ؅͞ΕΔσʔλͷ඼࣭͸ ҙࢥܾఆ΍ࣄۀ׆ಈʹରͯ͠༗༻͔Ͳ͏͔

͋Δ΋ͷΛ৴༻͠ͳ͍ • ࠓ͋Δ΋ͷ͸ෆे෼ͳ΋ͷ͔΋͠Εͳ͍ • ͜͏͍͏σʔλ͕ඞཁͩ • ׆༻͢ΔͨΊʹඞཁͳσʔλ͕ͳ͚Ε͹ Ͳ͔͜Βͦͷσʔλ͕࡞ΒΕͦ͏͔ʢύΠϓϥΠϯʣ

͋Δ΋ͷΛ৴༻͠ͳ͍ • ࣄۀυϝΠϯΛཧղ͍ͯ͠ͳ͚Ε͹ɺ σʔλ͕৴༻Ͱ͖Δ͔Ͳ͏͔ͷ൑அ͕͔ͭͳ͍ • σʔλ͕ͲͷΑ͏ʹͳ͍ͬͯΔ΂͖͔ • վળΛ଴ͭͷͰ͸ͳ͘ɺվળ͢ΔͨΊʹඞཁͳ΋ͷΛ ࣗΒ࣮ߦ͢Δ

ྫ͑͹ • $73ͳͲΛਖ਼͘͠ೝ஌Ͱ͖Δσʔλ͸ଗ͍ͬͯΔ͔ʁ • Χʔτམͪ͸Ͳͷ͘Β͍ʁ ͦͷ࣌Χʔτʹ͋Δ΋ͷ͸ʁ ߪೖ৘ใͱΧʔτ৘ใ͸ඥ͍ͮͯΔʁ • ར༻͍ͯ͠Δ4BBTαʔϏεͱσʔλ͸݁߹Ͱ͖Δʁ

ݴΘΕͨ௨Γʹσʔλͷू໿ɺ సૹΛ͢Ε͹Α͍ɺͱࢥ͍ͬͯ·ͤΜ͔ʁ

ϢʔβʔΠϯλϥΫγϣϯΛཧղ͢Δ • Ϣʔβʔͱ͸ࣾ಺֎໰Θͣར֐ؔ܎ऀશͯ • σʔλ͸Կ͔ͷࣄ৅ͷεφοϓγϣοτ • ͲͷΑ͏ͳ΋ͷ͕ࣄ৅ͱѻ͑Δͷ͔

ΠϯλϥΫγϣϯΛཧղ͢Δʹ͸ • ΞϓϦέʔγϣϯͷϑϩʔΛ໢ཏ͢Δ • υϝΠϯΠϕϯτΛݟ͚ͭग़͢ • υϝΠϯΤΩεύʔτʹฒ૸ͯ͠΋Β͏ • τϥοΩϯάͷઃܭͳͲʹ΋׆༻

Ͳ͔͜Βੜ·ΕͯͲ͜ʹ͍͘ͷ͔

Πϕϯτετʔϛϯά • αʔϏεͳͲʹؔΘΔϝϯόʔΛूΊ࣮ͯࢪ • ͲͷΑ͏ͳग़དྷࣄ͕ى͜Δ͔ • ίϯςΩετ͸ͲͷΑ͏ʹͳ͍ͬͯΔ͔ • γεςϜͱυϝΠϯͷؔ܎ੑΛඥղ͘

Πϕϯτετʔϛϯά • %3&׆ಈΛߦ͏ϝϯόʔ͚ͩͰ΍Βͳ͍ • ৴པੑΛ্͍͛ͯͨ͘Ίʹ͸จԽ࡞Γ ҙࣝ࡞Γ͕ඞཁෆՄܽ • ؔ܎ऀΛר͖ࠐΈೝࣝΛ߹ΘͤΔ͜ͱ

σʔλʹؔ͢Δࢥߟ

$3*41%. • σʔλ෼ੳͷϑϨʔϜϫʔΫ • σʔλʹؔ͢Δ৴པੑͱ͸ͳʹ͔Λཧղ͢Δ • ৴པੑΛվળɾҡ͍࣋ͯͨ͘͠Ίʹ͸ඞཁෆՄܽ

Ϗδωεͷཧղ • ࣄۀͷํ޲ੑ΍੒௕ઓུɺϏδωεͷ໨ඪɾ໨తΛܾΊΔ • ݱࡏͱͷΪϟοϓ΍ঢ়گΛ೺Ѳ • ୡ੒ج४Λઃ͚ɺୡ੒ʹ͸ͲͷΑ͏ʹ͢΂͖͔ΛܾΊΔ

σʔλͷཧղ • ݱࡏͲͷΑ͏ͳσʔλ͕͋Δ͔Λௐࠪ • 3%#.4͚ͩͰͳ͘ɺΤΫηϧͳͲͷιϑτ΢ΣΞ ֤छ4BB4ͳͲͷར༻ঢ়گ΋೺Ѳ • ۀ຿ϑϩʔͳͲ΋ཧղ

σʔλͷ४උ • Ͳͷσʔλ͕༗༻͔ɺͲΜͳσʔλ͕ෆ଍͍ͯ͠Δ͔ • ౷߹΍ू໿ɺσʔλΫϨϯδϯάͳͲΛߦ͏ • ͲͷΑ͏ͳ΋ͷΛ༻͍ͯσʔλج൫Λ࡞Δ͔ʹؔΘΔ

ϞσϦϯά • Ϗδωε໨ඪͳͲͷୡ੒ΛαϙʔτͰ͖Δ ϞσϦϯάͳͲΛߦ͏ • ෼ੳ࣠΍ɺར༻ํ๏ʹԠͯ͡ෳ਺ͷ࣠ͰϞσϧ࡞੒ • ࣌ܥྻ΍ूܭͳͷ͔ɺ͔ͬ͠Γͱཧղ͠·͠ΐ͏

ධՁ • Ϗδωε໨ඪͳͲͷୡ੒ΛαϙʔτͰ͖Δ΋ͷ͔ධՁ • Ͳͷఔ౓ୡ੒Ͱ͖Δ͔ɺͲ͏͍ͬͨ੒ՌʹͳΓͦ͏͔ • ࡞Δ͚ͩͰ͸ͳ͘Ξ΢τΧϜΛେࣄʹ

ల։ɾڞ༗ • े෼ͳධՁ͕ಘΒΕΕ͹ɺϑϩʔ΍ γεςϜɾΞϓϦέʔγϣϯͳͲʹಋೖ • ܭଌՄೳͳޮՌଌఆͳͲ΋ߦ͍ ઓུͳͲʹซͤͯϝϯςφϯεͳͲΛܧଓ͢Δ

ར֐ؔ܎ऀΛཧղ͢Δ • σʔλ͕ؔ܎͢Δઓུ΍ϑϩʔΛཧղ͢Δ͜ͱͰ ৴པੑͱ͸Կ͔͕ཧղͰ͖Δ • ͲͷΑ͏ͳස౓ɺͲͷΑ͏ͳઓུͰσʔλʹؔ͢Δ ໰୊Λղܾ͍͔ͯ͘͠

σʔλͷ४උ

σʔλͷ४උ͸೉͍͠ • ෳ਺ͷεςʔΫϗϧμ • αΠϩԽɾ͋ͪͪ͜ʹ͋Δσʔλ • ࿈ଓੑͷͳ͍σʔλ

αΠϩԽ • ϓϩμΫτͳͲͷνʔϜͰ ͢Ͱʹσʔλநग़΍֦ு͕ߦΘΕ͍ͯΔ • ձࣾΛԣஅͨ͠ঢ়گ൑அ͕͍ͨ͠ɺͳͲ͕೉͍͠ • ηΩϡϦςΟ΍Ψόφϯε΋ޮ͔ͤΒΕͳ͍

࿈ଓੑ͕ͳ͍ • ϓϩμΫτಠࣗͷ*%؅ཧɺෳࡶԽͨ͠*%Ϛοϐϯά • ҰͭͷγεςϜͰ͸Ұ؏ੑ͕͋ͬͯ΋ ԣஅతͳσʔλͱͯ͠ΈΔͱࠞࡏ • σʔλʹ͓͚ΔϥΠϑαΠΫϧͷҧ͍

ղܾ͢Δʹ͸ • ϑΟδΧϧ44P5PSϩδΧϧ44P5 • αΠϩԽ͕ਐΜͰ͠·͍ͬͯΔ৔߹͸ ϑΟδΧϧ44P5͔ΒͰͳ͚Ε͹೉͍͠ • σʔλͷ৴པੑʹ௚݁͢Δ໰୊

Ϋϥ΢υωΠςΟϒͳσʔλج൫

"UIFOBϑΟδΧϧ44P5 • &-5Ͱ4ʹͱʹ͔͘సૹ • υϝΠϯΠϕϯτͳͲΛཧղͨ͠͏͑Ͱ ΄ͱΜͲ͕݁Ռ੔߹Ͱ໰୊ͳ͍ • νʔϜͷن໛͕খ͍͞ͱෆࣗ༝ͳ͠ •
ύʔςΟγϣϯઃܭ΋ࢥ͍ͷ··

ϨΠϠ

ϑΟδΧϧ4405 σʔλιʔε

ϑΟδΧϧ4405 ίϨΫςΟϯά ϓϩηογϯά

ϑΟδΧϧ4405 ετϨʔδ

ϑΟδΧϧ4405 ΞΫηε

໰୊ • ؔΘΔਓ͕૿͑Δͱίϯτϩʔϧ͕೉͍͠ • σʔλج൫ʹணख͍ͯ͘͠ͱ ࢥͬͯ΋͍ͳ͔ͬͨࣄ৅ʹग़ձ͏͜ͱ΋ • ͢ͰʹαΠϩԽ͕Ճ଎͍ͯ͠Δ৔߹ ϑΟδΧϧ4405͚ͩͰ͸ݶք

໰୊ • ݖݶ͕೉͍͠ • ͪΐͬͱͨ͠ॲཧ͸4QBSLͳͲ͕ඞཁͳͨΊ ηϧϑαʔϏεԽͯ͠΋ɺਁಁ͕೉͍͠ ʢ׳Εͳ͍ٕज़ελοΫ΁ͷڋ൱ʣ

4OPX fl BLF΁Ҡߦ • ϑΟδΧϧPSϩδΧϧͱ΋ʹղܾ͕Ͱ͖Δ • ඪ४తͳ42-͚ͩͰଟ͕͘ղܾͰ͖Δ • ֎෦ωοτϫʔΫΞΫηεՄೳ
• "UIFOBͳͲͰར༻͍ͯͨ͠1BSRVFU͕ͦͷ··ར༻Ͱ͖Δ

ϞσϦϯάɾධՁ

σʔλͷϥΠϑαΠΫϧΛೝࣝ͢Δ • ྫ͑͹υϝΠϯΠϕϯτൃੜ͔Β͍ͭ·Ͱʹ σʔλ͕࿈ܞ͞ΕΔ΂͖͔ • 4-*ϝχϡʔGSFTIOFTTͳͲΛࢀߟʹઓུɺ ར༻༻్ɺσʔλϞσϧʹซͤͯσʔλͷ઱౓Λܾఆ

χΞϦΞϧλΠϜ 3%4ͳͲͷϨίʔυมߋΛݕ஌ͯ͠ %FCF[JVN͕ߦ৘ใΛ,BGLB΁సૹ ඞཁʹԠͯ͡0VUCPYύλʔϯͳͲΛಋೖ

χΞϦΞϧλΠϜ 4OPX fl BLF$POOFDUPSGPS,BGLB Λར༻͠ɺ ,BGLBͷτϐοΫʹ௥ه͞ΕͨλΠϛϯάͰ 4OPX fl BLF΁࿈ܞ

Ϩίʔυྫ create or replace view HOGE_DB.RAW_DATA.TEST_IU_VIEW ( ID, NAME,
DEBEZIUM_PROCESSED_TS, SOURCE_PROCESSED_TS, SOURCE_SERVER, SOURCE_DB, SOURCE_TABLE, DML_OPERATOR ) as SELECT record_content:"after"."id"::NUMBER as ID, record_content:"after"."name"::NUMBER as NAME, record_content:"ts_ms"::STRING::DATETIME as DEBEZIUM_PROCESSED_TS, record_content:"source"."ts_usec"::STRING::DATETIME as SOURCE_PROCESSED_TS, record_content:"source"."name"::STRING as SOURCE_SERVER, record_content:"source"."db"::STRING as SOURCE_DB, record_content:"source"."table"::STRING as SOURCE_TABLE, record_content:"op"::STRING as DML_OPERATOR FROM HOGE_DB.RAW_DATA.CDC_RAW_TESTS WHERE lower(DML_OPERATOR) in ('r', 'c', 'u');

DEBEZIUM_PROCESSED_TS, SOURCE_PROCESSED_TS, SOURCE_SERVER, SOURCE_DB, SOURCE_TABLE, DML_OPERATOR ) as SELECT record_content:"after"."id"::NUMBER as ID, record_content:"after"."name"::NUMBER as NAME, record_content:"ts_ms"::STRING::DATETIME as DEBEZIUM_PROCESSED_TS, record_content:"source"."ts_usec"::STRING::DATETIME as SOURCE_PROCESSED_TS, record_content:"source"."name"::STRING as SOURCE_SERVER, record_content:"source"."db"::STRING as SOURCE_DB, record_content:"source"."table"::STRING as SOURCE_TABLE, record_content:"op"::STRING as DML_OPERATOR FROM HOGE_DB.RAW_DATA.CDC_RAW_TESTS WHERE lower(DML_OPERATOR) in ('r', 'c', 'u'); ෺ཧ࡟আͷ৔߹͸CFGPSFΛࢀর

DEBEZIUM_PROCESSED_TS, SOURCE_PROCESSED_TS, SOURCE_SERVER, SOURCE_DB, SOURCE_TABLE, DML_OPERATOR ) as SELECT record_content:"after"."id"::NUMBER as ID, record_content:"after"."name"::NUMBER as NAME, record_content:"ts_ms"::STRING::DATETIME as DEBEZIUM_PROCESSED_TS, record_content:"source"."ts_usec"::STRING::DATETIME as SOURCE_PROCESSED_TS, record_content:"source"."name"::STRING as SOURCE_SERVER, record_content:"source"."db"::STRING as SOURCE_DB, record_content:"source"."table"::STRING as SOURCE_TABLE, record_content:"op"::STRING as DML_OPERATOR FROM HOGE_DB.RAW_DATA.CDC_RAW_TESTS WHERE lower(DML_OPERATOR) in ('r', 'c', 'u'); ෺ཧ࡟আͷ৔߹͸E

MERGE INTO HOGE_DB.STAGING_DATA.TESTS as tgt USING ( SELECT *
FROM ( SELECT *, ROW_NUMBER() over ( PARTITION BY ID ORDER BY DEBEZIUM_PROCESSED_TS DESC ) as row_num FROM ( SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_IU_VIEW UNION ALL SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_D_VIEW ) as u ) as t1 WHERE t1.row_num = 1 ) as src ON tgt.ID = src.ID WHEN MATCHED AND src.DML_OPERATOR = 'd' THEN DELETE WHEN MATCHED AND src.DML_OPERATOR = 'u' THEN UPDATE SET tgt.ID = src.ID, tgt.NAME = src.NAME WHEN NOT MATCHED AND src.DML_OPERATOR IN ('c', 'r', 'u') THEN INSERT ( ID, NAME ) VALUES ( src.ID, src.NAME );

FROM ( SELECT *, ROW_NUMBER() over ( PARTITION BY ID ORDER BY DEBEZIUM_PROCESSED_TS DESC ) as row_num FROM ( SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_IU_VIEW UNION ALL SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_D_VIEW ) as u ) as t1 WHERE t1.row_num = 1 ) as src ON tgt.ID = src.ID WHEN MATCHED AND src.DML_OPERATOR = 'd' THEN DELETE WHEN MATCHED AND src.DML_OPERATOR = 'u' THEN UPDATE SET tgt.ID = src.ID, tgt.NAME = src.NAME WHEN NOT MATCHED AND src.DML_OPERATOR IN ('c', 'r', 'u') THEN INSERT ( ID, NAME ) VALUES ( src.ID, src.NAME ); 3%4ͳͲ͔ΒϨίʔυ͕࡟আ͞Εͨ৔߹͸ 4OPX fl BLF͔Β΋࡟আ

FROM ( SELECT *, ROW_NUMBER() over ( PARTITION BY ID ORDER BY DEBEZIUM_PROCESSED_TS DESC ) as row_num FROM ( SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_IU_VIEW UNION ALL SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_D_VIEW ) as u ) as t1 WHERE t1.row_num = 1 ) as src ON tgt.ID = src.ID WHEN MATCHED AND src.DML_OPERATOR = 'd' THEN DELETE WHEN MATCHED AND src.DML_OPERATOR = 'u' THEN UPDATE SET tgt.ID = src.ID, tgt.NAME = src.NAME WHEN NOT MATCHED AND src.DML_OPERATOR IN ('c', 'r', 'u') THEN INSERT ( ID, NAME ) VALUES ( src.ID, src.NAME ); Ϩίʔυ͕ߋ৽͞Εͨ৔߹͸ 4OPX fl BLFͷϨίʔυ΋ߋ৽

FROM ( SELECT *, ROW_NUMBER() over ( PARTITION BY ID ORDER BY DEBEZIUM_PROCESSED_TS DESC ) as row_num FROM ( SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_IU_VIEW UNION ALL SELECT ID, NAME, DEBEZIUM_PROCESSED_TS, DML_OPERATOR FROM HOGE_DB.RAW_DATA.TEST_D_VIEW ) as u ) as t1 WHERE t1.row_num = 1 ) as src ON tgt.ID = src.ID WHEN MATCHED AND src.DML_OPERATOR = 'd' THEN DELETE WHEN MATCHED AND src.DML_OPERATOR = 'u' THEN UPDATE SET tgt.ID = src.ID, tgt.NAME = src.NAME WHEN NOT MATCHED AND src.DML_OPERATOR IN ('c', 'r', 'u') THEN INSERT ( ID, NAME ) VALUES ( src.ID, src.NAME ); 4OPX fl BLFʹσʔλ͕ͳ͍͕ɺ ࡟আҎ֎ͷϨίʔυૢ࡞͕͋ͬͨ৔߹͸ *OTFSU

઱౓͕ྑ͍৔Ͱ΋γϯϓϧʹ • ଟগͷ࿈ܞઃఆ͸͋Γ·͕͢ɺ42-͚ͩͰ׬݁ • ࿈ܞ͕ࣦഊͯ͠΋σʔλ͸յΕͳ͍ • ࿈ܞ͠௚͍ͨ͠৔߹͸%FCF[JVNͰ಄͔Β࠶࿈ܞ • ϦεΫ΋ཧղ͠ɺӨڹൣғΛ࠷খݶʹ

ߟྀ • Ϩίʔυ਺͕ଟ͍৔߹΍ɺ ༨ܭͳ௨৴͕ൃੜ͠ͳ͍Α͏ʹ͍ͨ͠৔߹ͳͲ͸4ͳͲ΋ซ༻ • ϦΞϧλΠϜੑ͕ຊ౰ʹඞཁ͔Ͳ͏͔ ٻΊΒΕΔ઱౓ɾ৴པੑΛ໌Β͔ʹ͢Δ • ECUͳͲ΋ར༻

֎෦ωοτϫʔΫܦ༝ͷ࿈ܞ • "1*͕ެ։͞Ε͍ͯΔαʔϏεͳͲ͸ͦͷ··࿈ܞՄೳ • 6%'΍ετΞυϓϩγʔδϟͱͯ͠૊ΈࠐΊΔ΋ͷ • σʔλج൫ͳͲͷετϨʔδʹͳͯ͘΋ ࿦ཧతʹ౷߹Մೳ

τΠϧͷ࡟ݮ

τΠϧͷ࡟ݮ • ηϧϑαʔϏεͷͨΊͷࣗಈԽ &-54OPX fl BLFͳͲ • ϓϩμΫτ͝ͱͷՄࢹԽπʔϧಋೖͳͲͷͨΊͷ ݖݶઃܭ
• Ξϥʔτͷ௨஌

τΠϧͷ࡟ݮ • 4DIFNB&WPMVUJPO • δϣϒεέδϡʔϧ؅ཧ • ϦτϥΠ

ͳΜͰ΋ࣗಈԽ͢Ε͹ྑ͍Θ͚Ͱ͸ͳ͍ • ࣗಈԽ͗ͨ͢͜͠ͱʹΑΔࣄނ • νʔϜͷೝ஌౓ෛՙ • νʔϜͷ݈߁ঢ়ଶɾϞνϕʔγϣϯ

඼࣭ςετ

ਖ਼֬ੑ • ଞ؀ڥͰ࡞ΒΕͨσʔλͱࠩҟ͕ͳ͍͔Ͳ͏͔ • ֹۚܭࢉͳͲͷζϨ͸ਖ਼֬ͳҙࢥܾఆʹͭͳ͕Βͳ͍ • ܭࢉࣜ΍Ϩίʔυ਺ɺΧϥϜͳͲ΋ظ଴஋Λຬ͔ͨ͢ • Ͳͷ͘Β͍ڐ༰͞ΕΔ΋ͷ͔ೝࣝΛ͋ΘͤΔ

ਖ਼֬ੑ • 99͔Β࿈ܞ͞Εͨσʔλ͕೔ؒͰ औΓѻֹ͍ۚͱҰக͍ͯ͠Δ͜ͱͳͲ • ظؒ಺ͰɺఆΊͨ݅਺Ҏ্ະ࿈ܞ΍ͣΕ͕͋Δ৔߹͸ ରԠΛ͠ͳ͚Ε͹ͳΒͳ͍ • ೝ͕ࣝ߹্ͬͨͰܰඍͳ΋ͷͰ͋Ε͹࠶࿈ܞ࣮ߦͳͲ

Ұ؏ੑ • Ұ؏ੑͷ͋ΔϑΥʔϚοτʹԊ͍ͬͯΔ͔Ͳ͏͔ • ͓͔͠ͳσʔλϑΥʔϚοτ͕ࠞࡏ͍ͯ͠ͳ͍͔Ͳ͏͔ ੔߹ੑʹ໰୊͕ͳ͍͔ • ಉ༷ʹ4-0ͳͲΛ໌ه͠ɺ σʔλͷमਖ਼PSϑϩʔͳͲຊ࣭తͳվળΛߦ͏

͜͜ʹ͋Δ΋ͷ͸΄ΜͷҰ෦

·ͱΊ • ࣄۀཧղͱυϝΠϯΛ͔ͬ͠ΓͱטΈࡅ͘ • ࣄۀͷະདྷΛ૝૾͠ɺͦ͜ʹඞཁͳσʔλΛཧղ͢Δ • 43&ͷϓϥΫςΟεΛऔΓೖΕɺଟ͘Λר͖ࠐΜͰਪਐ • Ϋϥ΢υΛ׆༻ͯ͠ར༻͠΍͍͢σʔλج൫࡞Γ

DRE/SREのプラクティス融合によるクラウドネイティブなデータ基盤作り / dre_sre

DRE/SREのプラクティス融合によるクラウドネイティブなデータ基盤作り / dre_sre

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