From 4a9224dcee44cbfc2bb58d1ec833e05ae90732d6 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Mon, 7 Aug 2023 13:49:56 -0700 Subject: [PATCH 1/8] reorganize and add lovely image --- README.md | 96 ++++++++++++++++++++-------------------- docs/data-diff-logo.png | Bin 0 -> 88003 bytes 2 files changed, 49 insertions(+), 47 deletions(-) create mode 100644 docs/data-diff-logo.png diff --git a/README.md b/README.md index b26f07e1..b4afe86c 100644 --- a/README.md +++ b/README.md @@ -1,25 +1,56 @@ -

+

Datafold

-

+

data-diff: compare datasets fast, within or across SQL databases -

+![data-diff-logo](docs/data-diff-logo.png) +
+# Use cases + +## Data Migration & Replication Testing +Compare source to target and check for discrepancies when moving data between systems: +- Migrating to a new data warehouse (e.g., Oracle > Snowflake) +- Converting SQL to a new transformation framework (e.g., stored procedures > dbt) +- Continuously replicating data from an OLTP DB to OLAP DWH (e.g., MySQL > Redshift) + + +## Data Development Testing +Test SQL code and preview changes by comparing development/staging environment data to production: +1. Make a change to some SQL code +2. Run the SQL code to create a new dataset +3. Compare the dataset with its production version or another iteration + +

+ dbt +

+ +`data-diff` integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. + +:eyes: **Watch [4-min demo video](https://www.loom.com/share/ad3df969ba6b4298939efb2fbcc14cde)** + +**[Get started with data-diff & dbt](https://docs.datafold.com/development_testing/open_source)** + +Also available in a [VS Code Extension](https://marketplace.visualstudio.com/items?itemName=Datafold.datafold-vscode) + +Reach out on the dbt Slack in [#tools-datafold](https://getdbt.slack.com/archives/C03D25A92UU) for advice and support + + # How it works When comparing the data, `data-diff` utilizes the resources of the underlying databases as much as possible. It has two primary modes of comparison: -## joindiff +## `joindiff` - Recommended for comparing data within the same database - Uses the outer join operation to diff the rows as efficiently as possible within the same database - Fully relies on the underlying database engine for computation - Requires both datasets to be queryable with a single SQL query - Time complexity approximates JOIN operation and is largely independent of the number of differences in the dataset -## hashdiff +## `hashdiff` - Recommended for comparing datasets across different databases - Can also be helpful in diffing very large tables with few expected differences within the same database - Employs a divide-and-conquer algorithm based on hashing and binary search @@ -52,52 +83,23 @@ data-diff \ Check out [documentation](https://docs.datafold.com/reference/open_source/cli) for the full command reference. -# Use cases - -## Data Migration & Replication Testing -Compare source to target and check for discrepancies when moving data between systems: -- Migrating to a new data warehouse (e.g., Oracle > Snowflake) -- Converting SQL to a new transformation framework (e.g., stored procedures > dbt) -- Continuously replicating data from an OLTP DB to OLAP DWH (e.g., MySQL > Redshift) - - -## Data Development Testing -Test SQL code and preview changes by comparing development/staging environment data to production: -1. Make a change to some SQL code -2. Run the SQL code to create a new dataset -3. Compare the dataset with its production version or another iteration - -

- dbt -

- -`data-diff` integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. - -:eyes: **Watch [4-min demo video](https://www.loom.com/share/ad3df969ba6b4298939efb2fbcc14cde)** - -**[Get started with data-diff & dbt](https://docs.datafold.com/development_testing/open_source)** - -Also available in a [VS Code Extension](https://marketplace.visualstudio.com/items?itemName=Datafold.datafold-vscode) - -Reach out on the dbt Slack in [#tools-datafold](https://getdbt.slack.com/archives/C03D25A92UU) for advice and support - # Supported databases | Database | Status | Connection string | |---------------|-------------------------------------------------------------------------------------------------------------------------------------|--------| -| PostgreSQL >=10 | 💚 | `postgresql://:@:5432/` | -| MySQL | 💚 | `mysql://:@:5432/` | -| Snowflake | 💚 | `"snowflake://[:]@//?warehouse=&role=[&authenticator=externalbrowser]"` | -| BigQuery | 💚 | `bigquery:///` | -| Redshift | 💚 | `redshift://:@:5439/` | -| Oracle | 💛 | `oracle://:@/database` | -| Presto | 💛 | `presto://:@:8080/` | -| Databricks | 💛 | `databricks://:@//` | -| Trino | 💛 | `trino://:@:8080/` | -| Clickhouse | 💛 | `clickhouse://:@:9000/` | -| Vertica | 💛 | `vertica://:@:5433/` | -| DuckDB | 💛 | | +| PostgreSQL >=10 | 🟢 | +| MySQL | 🟢 | `mysql://:@:5432/` | +| Snowflake | 🟢 | `"snowflake://[:]@//?warehouse=&role=[&authenticator=externalbrowser]"` | +| BigQuery | 🟢 | `bigquery:///` | +| Redshift | 🟢 | `redshift://:@:5439/` | +| Oracle | 🟡 | `oracle://:@/database` | +| Presto | 🟡 | `presto://:@:8080/` | +| Databricks | 🟡 | `databricks://:@//` | +| Trino | 🟡 | `trino://:@:8080/` | +| Clickhouse | 🟡 | `clickhouse://:@:9000/` | +| Vertica | 🟡 | `vertica://:@:5433/` | +| DuckDB | 🟡 | | | ElasticSearch | 📝 | | | Planetscale | 📝 | | | Pinot | 📝 | | @@ -105,7 +107,7 @@ Reach out on the dbt Slack in [#tools-datafold](https://getdbt.slack.com/archive | Kafka | 📝 | | | SQLite | 📝 | | -* 💚: Implemented and thoroughly tested. +* 🟢: Implemented and thoroughly tested. * 💛: Implemented, but not thoroughly tested yet. * ⏳: Implementation in progress. * 📝: Implementation planned. 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-data-diff: compare datasets fast, within or across SQL databases +data-diff: Compare datasets fast, within or across SQL databases ![data-diff-logo](docs/data-diff-logo.png)


-# Use cases +# Use Cases ## Data Migration & Replication Testing Compare source to target and check for discrepancies when moving data between systems: From b11c3b307522b08a6f5c2d278acbcec721bd36fb Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Mon, 7 Aug 2023 13:58:26 -0700 Subject: [PATCH 3/8] add dev testing illustration --- README.md | 7 ++++++- docs/development_testing.png | Bin 0 -> 71399 bytes 2 files changed, 6 insertions(+), 1 deletion(-) create mode 100644 docs/development_testing.png diff --git a/README.md b/README.md index e267426f..383130d3 100644 --- a/README.md +++ b/README.md @@ -28,7 +28,12 @@ Test SQL code and preview changes by comparing development/staging environment d dbt

-`data-diff` integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. +
+`data-diff` integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. + +![data-development-testing](docs/development_testing.png) + +
:eyes: **Watch [4-min demo video](https://www.loom.com/share/ad3df969ba6b4298939efb2fbcc14cde)** diff --git a/docs/development_testing.png b/docs/development_testing.png new file mode 100644 index 0000000000000000000000000000000000000000..4c306efee88f0b7824a8ad654741a04594875d00 GIT binary patch literal 71399 zcmeFZRa9J2*DY9t00}`7Bsj!yclQw7EqH+7?g5H|1WV8acXtggg(bMV6;dHk6jr!v zAM*YGy*>J&dyF3UK6O9U8H^+Q?6cO|bIvt4-_%rOak0soMVQrhPzC@_Jh1U9U@dmkUQhPPL5ptJG-$%!^3yU#*cxA zfIuA^ceOJAjyR|uTK_u`ej$N=e=vuJMt=X>f%j3JPciCX7#05xlaS*$k= zQxR(|@LXzvpDMtUGoLqWPoLQ?0N)4$jl9D&9eOS?k}|2+w!V=&XNYPxVR^WL-_6mZ zULAM5ZDL1Zo!;tfaz&i->nKjcfu2U%ph5le1(n}x7%Y@iaG4U7DdE@0CW&87%I(Xd4))&6F&bCeHK1 z_<-P$48U}LKLA2Oc(ka6c2;TXI=lC-OuQI1yR%nKVbpCBkH%;e^i|5iZ^+PjXvYgj z5989#9`>bwx?0km=BwMTO$R%NaPC6A_u7W|(0RTovJ~uH_c$z{WpemwfC7?VN}vm{ zSOgUCXgW%m5k9F)2ix3_Qa0=}ZUmaXqPJ>_R7w3W`Z1Wz_cPOGATak$ z?=LM&Mz38vzIfC$oDxYNx!O{XyGcf_s#4lWm`v`&{F1M#sLeud`okE75$=`wWT6CjNVpuoI~KWA*`|E7>}`A80oe7d50kU09qp-BV?@`Ukr=iR?9Y z?ysHVQN=Vuj{Li{nt^G*-`T{I;gHc46WS`#d>%2fFp92^>~B{0=En@B&yx}oCW^9= z3G1fSrYh0iP?JNkKNR~B{U&{;7=p8RY5I#gYx6ZSzIJT$sp>#%SszE`A#!wR(q#u{qhgo%Z*WyVU1e zby)xAZRGc{UqkFRkNuO_{1}8_uAz5-KRoE5`~t%L^Yi@!_srXq>-?)VOAL$h5=^6; z+(Pi~jR0KR@%2UTaC=#SqT|eB_T4UtRdE=(T@9X$b5ktMI@F!Rx#sXlWyoHE}((m3Qiw%Ex#>1>Lt9*%4 znH#d_-j3^0hcN3kA37_%Bd*K)=(%{sc9L6WRJS4!%#FHDDocEY_KQ=TeYxCTb;e0B z{f9xJ?c$iw8~!X(*(>kkDc0$*1*7XY-PcQj<|UX+-%geA`UtWZ1DE|{OK@Z zN)TdOl_W9e66H4&m*b3O7&okOHYyNx$4oLYoZFVRRY7=AsFkSYADggPCx4eV!sHVB zN}MqyyXa#5pf2>eUezgsQHNY9_%EoOhLdK$rC=#6A}V7mud6VwkHlR63J+`0D_HzP zfSBuH4V^qRcmZ70vdE{S^(Kx`V}D_J<~&jI?au4?Ab#g^r6F5_v_8e5ONt%j#d0MKEaeJAfZ{N z>)B>~@i`sJUa~tAY8aikp!vtR9wuFp^A-I2YWH()wtF2NiI}2KLpDBX76P;OrI1gF zA|s-mgl@a?p`s3TjGb5G#iWYkB1DHx?;I+8Lm~Up;6m{UNPys9870lqoG1+Wz6+yx zk%;xMw-4dJC%{}dC$_{Kt;xT}#DB)D;oW{)C$b-)A(v@3Ck>>g_jM02zX+2RKXmGW z8+#8SRTnj;Ju>pbp*OlsG`R856gG(lcRXh9=jFz;EW6I;sk?ps#jW|*Z{iiT(0o?7 z&VX`Gz>;{53?Gx5OzAMA3 zQ)|gh=n9W}Bg5^0b}1iaqAWf$`Z52^#WP|evx z$ZEW-Vm=zC%wo2MB7FOgm%b{q#IQ?kJYfvgx^(PYT_3b~X=1BayKR5IyBsFMPvwH!+2#vKGEl1sdkjCPCcd=xEGaH{WZYz^6;_LnBKbn|Ch<#k2w(x4rj-LK$S8Cfn&;FHn76XDyq*RlSSf>9V+9 zt<_>{JAwYl-6N>y<^gTQKVI<*BivM(B9vL;o>+PCGb!s2a`g1$Q)ztsL06e2_XfY> zeba3cxK~9G|DbHmw{#N28WH<-;?v{&b-Y$X#S0}iUCfP5M=~~@#gI5Bb!PP12Dsle z(+d71LLWXDtyMRGPVKX8M8sBMo%qBGv3ke04I~DD9<(XAirI|9QsT5}ge4}w)nC}> zE2ny8#Oi`CTRPT{y#33LTAUHzw#1q@(Sc_+NEKZBFo+wyGfp>zpj2|=vNs3WX>gmL z$Mn8N3y_w&$4wDvKJb;NP4lfqi5e@?z7yrHwqL^~RS}1CU9XtD$urp#8T@J6&t51m zOuMg<^eK~M#jC>lV}%Bru?jNMu1wp)4J(x7Hk;~7>fRiFh<7UEo{ zwZMGXTVxw=?uh`Umy$MfFbh@#Z-UvK?lIr?T9aFG4FUs+eoWKaJsP@QcF}2a)bl|8 zGM}xDrH7bP+2r~R9Rxny2p(Llvr|6X+<-|4eqI7lpa80^D6R6{RqjKO0O@~0$5fcd zK+-EXG*XrE#}j-i{8*ZyYI(t)hH6LKp-!~zPGeVzyHgS?1Uh)&18UPlaiLtpH(Flb zt{GIGcBLmA@LrHW8j?103<;>eh_M=YKfoxt_W2==h(zM7=V0(cnqQr)ggoSUUlDKY z?JeRnn^SG3)Hi~f`XkBCx9^ON)aGh{iq5nrf7kM<;d+^H68UJ1&aO*WthS`qzAn^O zNdzQ7eLqxQyMTg#>duodi|;PJ8+w>$8n#Vuwsr>v zhhas!xccEQ^yBH&Q3Mm210rrzbb9qC=+F22u%E#J?kbRcTn%2LV{iJ^&@NEg(^s*4 zzWey6({iRp=SM2^X0!6bx2b-6Zwm&PnF{@Nme%t)n!&^BO**^}1!;3Nmb-S*Kf7MI zqh0E0R2hoxHM9u)l9MsqmvrWY#S%sDctvmJf{)9mF4TqzRF*>H6)19DMv+ zT-D~d5lqL=bQ}cOs3Pn9Gh>hi=j>?uf=d}9r%T4%ZcgDM*d^4BiE%dI_HL)~ zs#RdD%k$0RP)%(@FNSu-2?J`{0p_as?P#0KJRZLd5Notc;hwgRq@SdXou{d}i;S@G zBJTbPz%=j4M62bhyh3vf0H+4Mr3w`63(k-kSB}eU*n|KjA|jHi=w&wHDNoNR%k_GD z^>i-!$OwwntHrt}-XBLX#smNzaI%r~w>SIxX|DK;nJwSmN;ROe)4|EYNziD1eAQNjD;2mBYpWZ9@ zU{E z4|%4l$?sxUWN{{45n)rB$}1z(@utb-iLt%ek84d#qaDUxxiLhLD=C3dygbd@i{a}4 zG$GbP9WiA^U1~g>NJW*>q9Rm+EE!tIEa;x|F`^&iFi@JbUKm1!)K%VCO=bj2!c6hs z3i?&QCC4u}BSpqH7&&N^3m66P>0t?#8lMzOeJ-orYOSgt0EsSr*ZC$g`E||wp|z_X zCvUa#c0-zuO5`>0GTpKWb`aMzbkfR_+l+~}AYpjlc-N^6-8@d0&i!Sc4^{5Wk63;! z1NF8j;{p+O8V(6f9i28Y%}t~X)T`0Bk>n)C;?fqBH2JSmD+Vn4GBh^k7(pxEikqFD zrVc!1>Q#l;U$`}G-k=f3Y#KjR7EL>BDnuFn^*U9al-ye6bfh1Q_$Vx8Z7GXbyG{?|#FdrGO4|V-&W5Qm zj;kIN9>eGmUFymOuzrf{#hG|Cr2u&e_(y12jlb5eg7Blz#c&@+ezoO|c-#&6*llL} zv6`cf`a-z_UwYxe#bFqC#LdPQP5zTWRu!bb@tce|nL+%WML*6%mvwhI_Nstt=GmVr zyTevv{qEr#1t2;PyJ<_bxemA3Od{jYWW9}5GNZp^$LF?&$_h4B4bN`OUAtp;hqE$z zPU?oUwX$J~ih{43UGs2_P}af^L7|@k25!Qx9WcWOQd5tj8XcSpR+2L+hW3A}Z;xs!#EnT|FI8iiBt#rT}s3n0#Rim z?(QgODTK42zXk0B8?c53RFXX4nPaZZlerxMo2Qcmx5>nnM5nc6gLMvfg1ssYfTslg z8_PrMa}w}%ZXB7u9SUApTa$qv@ESl;|88(C9Bt;h=4}%P(O>hto#+(1u|qNa2X*|} zo)+bpnW~8WgCO}(*}VQ4$(XOMT3xXWzCG46erLQCa2r`q_Mi3TUJU!cm(c=L--h%A7HE_oNFT(w=6eN4CD0LHuB>0(dB8#3Bnv;?= zpL~I68HuH%<&KH6ROFXW5D3#e*B#fHe+!jF)gdOcGvxUN}CzdFZG3VMe9es402(8lFXmXuHX==D3b z|6YRhPc@xT9&l&A{ugA<&Yk9FES4>3f*%Ob-CfDVtu=IQ$a=dY6v>YDo@ol?4sG3h zhkFJyJ8A3A#~Cr(XB*~ezcAz^b} z

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yet. +* 🟡: Implemented, but not thoroughly tested yet. * ⏳: Implementation in progress. * 📝: Implementation planned. Contributions welcome. From f81a58b5977735c524c3ad17a3c80ae2333c3be9 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Mon, 7 Aug 2023 14:00:37 -0700 Subject: [PATCH 5/8] fix postgresql string --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3a193eb2..415b0895 100644 --- a/README.md +++ b/README.md @@ -93,7 +93,7 @@ Check out [documentation](https://docs.datafold.com/reference/open_source/cli) f | Database | Status | Connection string | |---------------|-------------------------------------------------------------------------------------------------------------------------------------|--------| -| PostgreSQL >=10 | 🟢 | +| PostgreSQL >=10 | 🟢 | `postgresql://:@:5432/` | | MySQL | 🟢 | `mysql://:@:5432/` | | Snowflake | 🟢 | `"snowflake://[:]@//?warehouse=&role=[&authenticator=externalbrowser]"` | | BigQuery | 🟢 | `bigquery:///` | From b4cd9530a525ab128062eab25b4886d9222017bd Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Mon, 7 Aug 2023 14:03:49 -0700 Subject: [PATCH 6/8] efficient sentence --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 415b0895..30faeded 100644 --- a/README.md +++ b/README.md @@ -29,7 +29,7 @@ Test SQL code and preview changes by comparing development/staging environment d

-`data-diff` integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. + Integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. ![data-development-testing](docs/development_testing.png) From bd1c7077a479456162a7446786cb886a290ab4ae Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Mon, 7 Aug 2023 14:26:57 -0700 Subject: [PATCH 7/8] Leo's feedback --- README.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 30faeded..371d95ba 100644 --- a/README.md +++ b/README.md @@ -29,12 +29,16 @@ Test SQL code and preview changes by comparing development/staging environment d

- Integrates with dbt Core and dbt Cloud to seamlessly compare local development to production datasets. + data-diff integrates with dbt Core to seamlessly compare local development to production datasets + + ![data-development-testing](docs/development_testing.png)
+> [dbt Cloud users should check out Datafold's out-of-the-box deployment testing integration](https://www.datafold.com/data-deployment-testing) + :eyes: **Watch [4-min demo video](https://www.loom.com/share/ad3df969ba6b4298939efb2fbcc14cde)** **[Get started with data-diff & dbt](https://docs.datafold.com/development_testing/open_source)** From c1361fefb696396f699868a63cce17f888d79d03 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Mon, 7 Aug 2023 17:20:09 -0700 Subject: [PATCH 8/8] update image --- docs/data-diff-logo.png | Bin 88003 -> 41786 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/docs/data-diff-logo.png b/docs/data-diff-logo.png index 6a4fdf82e913074c1994bd50ea349e7ecac8236e..545d641476737cc03ed270c611ee606e68baf6b9 100644 GIT binary patch literal 41786 zcmb4phg%a*v^Kqiv`|G51(nbhL^>!+6KPoznzVrQj#TN=krp~qq$UAEC{m>(1P~NM z??n($K%_{^&F?<<`vbmxlFjVy%qj1A&z#-O#OdojW2EDuBOxJS)Y5!nNJ2t^CLtk9 zr6DJt(R#CM 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