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schiefgehen","2026-10-07T18:11:36.849Z","2026-10-08T10:30:49.033Z","2026-10-08T10:30:49.050Z",228176268736688,"1c87403f-d98f-4402-aa9e-92b73cff2577",{"seo":1144,"_uid":1147,"body":1148,"text":1146,"image":1443,"footer":30,"header":30,"authors":1447,"headline":1137,"component":1019,"categories":1448,"bottom_head":1468,"breadcrumbs":1469,"seo_noindex":51,"sidebar_cta":1483,"reading_time":1484,"seo_nofollow":51,"seo_canonical":30,"bottom_buttons":1485,"additional_slot":1486,"sidebar_cta_enabled":81,"sidebar_toc_enabled":81},{"title":1145,"plugin":912,"og_image":30,"og_title":1145,"description":1146,"twitter_image":30,"twitter_title":1145,"og_description":1146,"twitter_description":1146},"Black Week: A/B-Tests laufen lassen oder einfrieren?","Viele Shops stoppen ihre A/B-Tests vor Black Friday aus Angst vor Fehlern. Warum das teuer ist, was wirklich riskant ist und wie du die Black Week zum Lernen nutzt.","31217cd1-1a4d-4746-9478-82a50f30e016",[1149,1165,1200,1254,1299,1312,1337,1362,1426],{"_uid":1150,"text":1151,"component":976},"aeab8520-e97e-4908-ba5f-e968d82300a4",{"type":39,"content":1152},[1153,1157,1161],{"type":42,"content":1154},[1155],{"text":1156,"type":513},"Die schlechte Nachricht kommt meistens im Oktober, und sie kommt höflich. Der Head of E-Commerce oder der Head of CRO meldet sich bei uns: In der Black Week könne man leider nicht testen. Jeder Fehler koste da schließlich Millionen.",{"type":42,"content":1158},[1159],{"text":1160,"type":513},"Gegen diesen Satz ist schwer anzukommen. Er klingt nach Verantwortung. Wer ihm widerspricht, trägt im Zweifel den Millionenschaden gleich mit. Viel Vergnügen.",{"type":42,"content":1162},[1163],{"text":1164,"type":513},"Ich halte diesen Reflex für einen der teuersten im E-Commerce. Hier ist der Grund:",{"_uid":1166,"text":1167,"component":976},"7cb4e835-e730-426e-a63d-caf32f19add5",{"type":39,"content":1168},[1169,1176,1180,1184,1196],{"type":1170,"attrs":1171,"content":1173},"heading",{"level":1172},2,[1174],{"text":1175,"type":513},"Freeze heißt nicht Sicherheit",{"type":42,"content":1177},[1178],{"text":1179,"type":513},"Freeze klingt nach Vorsicht. Freeze heißt, in der Woche mit dem meisten Traffic des Jahres zu beschließen, nichts zu lernen.",{"type":42,"content":1181},[1182],{"text":1183,"type":513},"Der Handelsverband HDE rechnete für Black Friday und Cyber Monday 2025 mit 5,8 Milliarden Euro Umsatz. Das ist ein Fenster, in dem so viele kaufwillige Menschen gleichzeitig auf deiner Seite sind wie sonst nie. Genau dann schaltet man das Labor ab.",{"type":42,"content":1185},[1186,1188,1194],{"text":1187,"type":513},"Für dieses Verhalten gibt es sogar einen Namen: den ",{"text":1189,"type":513,"marks":1190},"Zero-Risk Bias",[1191],{"type":942,"attrs":1192},{"href":1193,"uuid":118,"anchor":118,"target":954,"linktype":136},"https://www.konversionskraft.de/behavior-patterns/zero-risk-bias",{"text":1195,"type":513},". Menschen beseitigen lieber ein kleines Risiko komplett, als ein größeres zu verringern. Hier ist das kleine Risiko der kaputte Test: sichtbar, eskalierbar, mit Namen dran. Das große Risiko ist eine Woche ohne Erkenntnis. Das sieht niemand, denn es kommt nie eine Mail mit dem Betreff „Wir haben diese Woche nichts gelernt“.",{"type":42,"content":1197},[1198],{"text":1199,"type":513},"Das ist keine Experimentierkultur. Das ist Fehlerkultur. Eine Kultur, die nur testet, solange nichts auf dem Spiel steht, testet nicht. Sie dekoriert.",{"_uid":1201,"text":1202,"component":976},"08431f9e-0eab-4bf5-adc6-3e45d0c87af0",{"type":39,"content":1203},[1204,1209,1213,1230,1238,1246],{"type":1170,"attrs":1205,"content":1206},{"level":1172},[1207],{"text":1208,"type":513},"Die Einwände, und wo sie recht haben",{"type":42,"content":1210},[1211],{"text":1212,"type":513},"An diesem Punkt taucht meistens ein Einwand auf. Eigentlich sind es vier. Alle haben ein Stück Wahrheit.",{"type":42,"content":1214},[1215,1219,1221,1228],{"text":1216,"type":513,"marks":1217},"„Der Traffic in der Black Week ist doch gar nicht typisch.“",[1218],{"type":956},{"text":1220,"type":513}," Stimmt. Rabattjäger kaufen anders als Stammkunden an einem Dienstag im März. In der Fachsprache heißt das fehlende externe Validität: Ein Gewinner aus der Black Week muss im Februar nicht gewinnen, wie ",{"text":1222,"type":513,"marks":1223},"dieser Artikel",[1224],{"type":942,"attrs":1225},{"href":1226,"uuid":118,"anchor":118,"target":1227,"linktype":136},"https://atticusli.com/blog/posts/ab-testing-external-validity-threats/","_blank",{"text":1229,"type":513}," zu Recht warnt. Daraus folgt aber nur, dass du die Ergebnisse anders auswertest und große Änderungen später noch einmal bestätigst. Ein Grund zum Aufhören ist es nicht.",{"type":42,"content":1231},[1232,1236],{"text":1233,"type":513,"marks":1234},"„Jeder Fehler kostet in dieser Woche Millionen.“",[1235],{"type":956},{"text":1237,"type":513}," Auch wahr, zumindest für einen Fehler, den niemand bemerkt. Millionen ist aber eine Zahl, und Zahlen kann man prüfen. Was kostet ein Fehler, der nur einen Teil des Traffics trifft und sich in Minuten abschalten lässt? Was kostet dagegen eine Woche, in der du nichts lernst? Gegen den ersten Fall hilft ein Kill-Switch. Gegen den zweiten hilft kein Freeze, er verursacht ihn.",{"type":42,"content":1239},[1240,1244],{"text":1241,"type":513,"marks":1242},"„Die IT hat Code-Freeze.“",[1243],{"type":956},{"text":1245,"type":513}," Code-Freeze und Learning-Freeze sind zwei verschiedene Dinge, die gern in derselben Mail bestellt werden. Je nach Setup braucht ein Test keinen Release. Klär das mit der IT, bevor du den Freeze einfach hinnimmst.",{"type":42,"content":1247},[1248,1252],{"text":1249,"type":513,"marks":1250},"„Die Laufzeit ist zu kurz.“",[1251],{"type":956},{"text":1253,"type":513}," Das ist der stärkste Einwand. Die Black Week 2026 geht vom Montag, 23. November, bis zum Cyber Monday am 30. November. Wer erst am Montag startet, hat genau einen Wochenzyklus, und der reicht für manche Fragen, für andere dagegen nicht, weil er bei schwankendem Traffic wenig Spielraum für Ausreißer lässt. Deshalb gilt: Starte früher. Dann läuft der Test schon, wenn die Black Week beginnt, und geht einfach durch sie hindurch.",{"_uid":1255,"text":1256,"component":976},"54466905-5599-4bcf-a227-4280d3982595",{"type":39,"attrs":1257,"content":1258},{"backgroundColor":118},[1259,1264,1269,1294],{"type":1170,"attrs":1260,"content":1261},{"level":1172,"textAlign":118},[1262],{"text":1263,"type":513},"Was in der Black Week wirklich riskant ist",{"type":42,"attrs":1265,"content":1266},{"textAlign":118},[1267],{"text":1268,"type":513},"Damit das hier kein Dogma wird, die ehrliche Liste:",{"type":1270,"content":1271},"bullet_list",[1272,1280,1287],{"type":1273,"content":1274},"list_item",[1275],{"type":42,"attrs":1276,"content":1277},{"textAlign":118},[1278],{"text":1279,"type":513},"Alles mögliche an der Kampagne ändern",{"type":1273,"content":1281},[1282],{"type":42,"attrs":1283,"content":1284},{"textAlign":118},[1285],{"text":1286,"type":513},"Preistests mit Folgen für Marge und Retouren",{"type":1273,"content":1288},[1289],{"type":42,"attrs":1290,"content":1291},{"textAlign":118},[1292],{"text":1293,"type":513},"Tests, die du nur mit einem Deployment wieder abschalten kannst",{"type":42,"attrs":1295,"content":1296},{"textAlign":118},[1297],{"text":1298,"type":513},"Alles andere hat in dieser Woche mehr Testfläche, als die meisten Teams nutzen.",{"_uid":1300,"text":1301,"component":976},"a0bef922-e241-4e5c-b2d1-00554991044b",{"type":39,"content":1302},[1303,1308],{"type":1170,"attrs":1304,"content":1305},{"level":1172},[1306],{"text":1307,"type":513},"Was du nur jetzt lernen kannst",{"type":42,"content":1309},[1310],{"text":1311,"type":513},"Wie Kunden auf Rabatte reagieren, wenn sie wirklich kaufen wollen. Ob ein Bundle zieht, wenn alle nach Schnäppchen suchen. Wo deine Versandkostenschwelle plötzlich zu hoch oder zu niedrig wirkt, weil der Warenkorb in dieser Woche ganz anders aussieht als im Rest des Jahres. Ob Knappheit und Dringlichkeit funktionieren, wenn der Kunde den Zeitdruck ohnehin schon spürt. Diese Fragen kannst du im Februar nicht beantworten. Dort fehlt der Kaufdruck.",{"_uid":1313,"text":1314,"component":976},"8a642d4c-03e0-4081-9b83-f34930265783",{"type":39,"content":1315},[1316,1321,1325,1329,1333],{"type":1170,"attrs":1317,"content":1318},{"level":1172},[1319],{"text":1320,"type":513},"Der Test, der im Sale nichts brachte",{"type":42,"content":1322},[1323],{"text":1324,"type":513},"Ein Beispiel aus dem Winter-Sale 2014/15, nicht aus der Black Week, aber mit derselben Mechanik. Tom Tailor testete drei Varianten gegen die Kontrolle: Stimulanz, Verknappung und beides zusammen.",{"type":42,"content":1326},[1327],{"text":1328,"type":513},"Im normalen Sale-Zeitraum kam wenig dabei heraus. Die Stimulanz steigerte die Conversion Rate um 2,5 Prozent, die Kombination aus beidem blieb unter der Signifikanzschwelle, und die Verknappung landete mit minus 0,5 Prozent bei null. Ernüchternd. Der Bericht hält fest: Verknappung ohne zeitliche Begrenzung zeigt keinen Impact.",{"type":42,"content":1330},[1331],{"text":1332,"type":513},"Wer nach diesem Ergebnis die Akte schließt, schreibt in die Auswertung: Knappheit funktioniert bei uns nicht. Das Team passte den Test an und wiederholte ihn im Final Sale, dem Schlussspurt mit echter Frist. Das Ergebnis war eindeutig. Die Kombination gewann mit 12,6 Prozent mehr Conversion Rate und rund 15 Prozent mehr Umsatz pro Besucher. Alle drei Varianten waren signifikant.",{"type":42,"content":1334},[1335],{"text":1336,"type":513},"Der erste Test war also kein Fehlschlag. Er hat gezeigt, dass Knappheit ohne Frist nicht trägt, und die Black Week bringt diese Frist von Natur aus mit, ohne dass du dafür etwas inszenieren musst. Du musst nur testen, was daraus folgt.",{"_uid":1338,"text":1339,"component":976},"b9b5f62b-c80d-4949-907a-9f92e3f9a5d4",{"type":39,"content":1340},[1341,1346,1358],{"type":1170,"attrs":1342,"content":1343},{"level":1172},[1344],{"text":1345,"type":513},"Der Fall, der vor schönen Zahlen warnt",{"type":42,"content":1347},[1348,1350,1356],{"text":1349,"type":513},"Ein Fashion-Händler testete für ein Schuhmodell drei Varianten der Produktseite gegen die Kontrolle. Die Gewinnervariante steigerte die Add-to-Cart-Rate um 244 Prozent und die Bestellungen um 43 Prozent. Gleichzeitig kamen fast dreimal so viele Retouren zurück. Übrig blieben 22 Prozent mehr Deckungsbeitrag. Alle Zahlen stehen in der ",{"text":1351,"type":513,"marks":1352},"Case Study zu Conversion, Retouren und Deckungsbeitrag",[1353],{"type":942,"attrs":1354},{"href":1355,"uuid":118,"anchor":118,"target":954,"linktype":136},"https://www.konversionskraft.de/experimentation/conversion-deckungsbeitrag-case-study",{"text":1357,"type":513},".",{"type":42,"content":1359},[1360],{"text":1361,"type":513},"Wer in der Black Week mit Rabatten arbeitet, sollte wissen, was nach dem Rabatt zurückkommt. Wer nur auf die Conversion Rate schaut, bekommt ein schönes Ergebnis und eine falsche Antwort.",{"_uid":1363,"text":1364,"component":976},"6f007fb5-d8fe-47c7-8a68-01bde001b49a",{"type":39,"content":1365},[1366,1371],{"type":1170,"attrs":1367,"content":1368},{"level":1172},[1369],{"text":1370,"type":513},"Das Spielbuch in fünf Punkten",{"type":1372,"attrs":1373,"content":1375},"ordered_list",{"order":1374,"tight":51},1,[1376,1386,1396,1406,1416],{"type":1273,"content":1377},[1378],{"type":42,"content":1379},[1380,1384],{"text":1381,"type":513,"marks":1382},"Guardrail-Metriken vor dem Start festlegen.",[1383],{"type":956},{"text":1385,"type":513}," Retourenquote, Deckungsbeitrag, Ladezeit. Wer die Grenze erst im Test zieht, zieht sie dahin, wo das Ergebnis schön aussieht.",{"type":1273,"content":1387},[1388],{"type":42,"content":1389},[1390,1394],{"text":1391,"type":513,"marks":1392},"Den Kill-Switch testen, bevor der Traffic kommt.",[1393],{"type":956},{"text":1395,"type":513}," Ein Kill-Switch, den noch nie jemand gedrückt hat, ist eine Vermutung.",{"type":1273,"content":1397},[1398],{"type":42,"content":1399},[1400,1404],{"text":1401,"type":513,"marks":1402},"In drei Phasen auswerten:",[1403],{"type":956},{"text":1405,"type":513}," Vorlauf, Black Week, Nachlauf. Ein Gesamtergebnis ohne diese Trennung mittelt Rabattjäger und Stammkunden zu einer Zahl, die niemand versteht.",{"type":1273,"content":1407},[1408],{"type":42,"content":1409},[1410,1414],{"text":1411,"type":513,"marks":1412},"Neukunden und Bestandskunden getrennt ansehen.",[1413],{"type":956},{"text":1415,"type":513}," Sie verhalten sich in dieser Woche kaum gleich.",{"type":1273,"content":1417},[1418],{"type":42,"content":1419},[1420,1424],{"text":1421,"type":513,"marks":1422},"Den Testplan Ende Oktober einfrieren.",[1423],{"type":956},{"text":1425,"type":513}," Den Testplan, nicht die Tests.",{"_uid":1427,"text":1428,"component":976},"f529ed1a-0042-4f5b-872b-cd30a85a8ea1",{"type":39,"content":1429},[1430,1435,1439],{"type":1170,"attrs":1431,"content":1432},{"level":1172},[1433],{"text":1434,"type":513},"Die eine Frage fürs Montagsmeeting",{"type":42,"content":1436},[1437],{"text":1438,"type":513},"Stell am Montag vor der Black Week eine einzige Frage: Was wollen wir bis Cyber Monday wissen, was wir heute noch nicht wissen?",{"type":42,"content":1440},[1441],{"text":1442,"type":513},"Wenn niemandem etwas einfällt, weißt du wenigstens, warum der Freeze im Oktober so schnell durchging.",{"id":1444,"alt":30,"name":30,"focus":30,"title":30,"source":30,"filename":1445,"copyright":30,"fieldtype":49,"meta_data":1446,"is_external_url":51},228224662068305,"https://a.storyblok.com/f/328018/1672x941/77ea00b808/frenzied-black-friday-warehouse-fulfillment.jpg",{},[987],[1449,1464],{"name":1450,"created_at":1451,"published_at":1452,"updated_at":1453,"id":1454,"uuid":1455,"content":1456,"slug":1458,"full_slug":1459,"sort_by_date":118,"position":1460,"tag_list":1461,"is_startpage":51,"parent_id":1033,"meta_data":118,"group_id":1462,"first_published_at":1452,"release_id":118,"lang":124,"path":118,"alternates":1463,"default_full_slug":118,"translated_slugs":118,"_stopResolving":81},"Online Marketing","2026-09-28T07:21:35.489Z","2026-09-28T07:21:35.545Z","2026-09-28T07:21:35.558Z",224831469555576,"b7586415-61e0-4a11-9af7-01680f6e2091",{"_uid":1457,"component":1029},"f9009758-fc7c-42dd-bc65-264e7fc2f361","online-marketing","de/_categories/online-marketing",-490,[],"1b4c64e8-b799-4842-ae0b-6eb9a4c165e5",[],{"name":1022,"created_at":1023,"published_at":1024,"updated_at":1025,"id":1026,"uuid":1018,"content":1465,"slug":1030,"full_slug":1031,"sort_by_date":118,"position":119,"tag_list":1466,"is_startpage":51,"parent_id":1033,"meta_data":118,"group_id":1034,"first_published_at":1035,"release_id":118,"lang":124,"path":118,"alternates":1467,"default_full_slug":118,"translated_slugs":118,"_stopResolving":81},{"_uid":1028,"component":1029},[],[],[],[1470,1473,1477],{"_uid":1471,"link":1472,"text":1071,"component":59},"9f1c2b7a-3d4e-4a51-8c60-1b2a7e5d0a11",{"id":1069,"url":1070,"linktype":31,"fieldtype":32,"cached_url":1070},{"_uid":1474,"link":1475,"text":442,"component":59},"9f1c2b7a-3d4e-4a51-8c60-1b2a7e5d0a12",{"id":1075,"url":1076,"linktype":31,"fieldtype":32,"cached_url":1076,"story":1476},{"name":442,"id":1078,"uuid":1075,"slug":440,"url":1076,"full_slug":1076,"_stopResolving":81},{"_uid":1478,"link":1479,"text":1137,"component":59},"9f1c2b7a-3d4e-4a51-8c60-1b2a7e5d0a13",{"id":1142,"url":1480,"linktype":31,"fieldtype":32,"cached_url":1480,"story":1481},"de/online-marketing/testing-freeze-black-week",{"name":1137,"id":1141,"uuid":1142,"slug":1482,"url":1480,"full_slug":1480,"_stopResolving":81},"testing-freeze-black-week",[],"6",[],[],-100,[],224831483482113,"5074556c-2551-4f99-ae0e-f3262a274f21","2026-10-07T18:21:08.316Z",[],{"name":1494,"created_at":1495,"published_at":1496,"updated_at":1497,"id":1498,"uuid":1499,"content":1500,"slug":2490,"full_slug":2488,"sort_by_date":118,"position":494,"tag_list":2518,"is_startpage":51,"parent_id":2520,"meta_data":118,"group_id":2521,"first_published_at":2522,"release_id":118,"lang":124,"path":118,"alternates":2523,"default_full_slug":118,"translated_slugs":118},"Wie du den Wert deiner Arbeit sichtbar machst mit einem klaren ROI für A/B Testing","2025-12-01T12:46:52.411Z","2026-10-04T09:55:58.981Z","2026-10-04T09:56:03.808Z",118389196464779,"2c27f3bf-ada0-4f15-ac5c-a856742acc12",{"seo":1501,"_uid":1505,"body":1506,"text":2462,"image":2463,"footer":30,"header":30,"authors":2467,"category":1018,"headline":1494,"component":1019,"categories":2470,"bottom_head":2475,"breadcrumbs":2476,"seo_noindex":51,"sidebar_cta":2491,"reading_time":2515,"seo_nofollow":51,"seo_canonical":30,"bottom_buttons":2516,"additional_slot":2517,"sidebar_cta_enabled":81,"sidebar_toc_enabled":81},{"title":1502,"plugin":912,"og_image":1503,"og_title":30,"description":1504,"twitter_image":30,"twitter_title":30,"og_description":30,"twitter_description":30},"ROI für A/B Testing: Business Case erstellen & Wert beweisen","https://a.storyblok.com/f/328018/3168x1344/c88b5a93f9/blogartkel-roi-business-case-wertbeitrag.jpg","Mach aus Uplifts echten Umsatz. Lerne, wie du den ROI für A/B Testing berechnest, einen Business Case baust und den Wert von Experimenten zeigst.","08b58da5-d9ef-4d54-a35f-0e6f3b1ea97e",[1507,2005,2016,2071,2080,2113,2199,2215,2244],{"_uid":1508,"text":1509,"component":976},"e2e89a04-bffc-43d9-a32b-05bddf3ca6b0",{"type":39,"content":1510},[1511,1521,1529,1540,1548,1556,1558,1567,1575,1583,1585,1594,1602,1610,1618,1650,1658,1666,1698,1706,1708,1717,1725,1767,1775,1790,1805,1820,1835,1850,1858,1860,1869,1877,1919,1927,1959,1967,1975,1983,1994],{"type":42,"attrs":1512,"content":1513},{"textAlign":118},[1514],{"text":1515,"type":513,"marks":1516},"Du testest, optimierst und stellst Hypothesen auf. Du verantwortest A/B Testing, Conversion Optimierung oder Produktentscheidungen und siehst im Detail, was funktioniert und was nicht. Deine Kennzahlen sehen gut aus, es gibt mehr Klicks, mehr abgeschlossene Schritte und saubere Uplifts.",[1517],{"type":1518,"attrs":1519},"textStyle",{"color":1520},"#000000",{"type":42,"attrs":1522,"content":1523},{"textAlign":118},[1524],{"text":1525,"type":513,"marks":1526},"Spätestens im Meeting kommt dann die Frage",[1527],{"type":1518,"attrs":1528},{"color":1520},{"type":42,"attrs":1530,"content":1531},{"textAlign":118},[1532],{"text":1533,"type":513,"marks":1534},"„Und was bringt uns das in Euro“",[1535,1537,1538],{"type":1518,"attrs":1536},{"color":1520},{"type":956},{"type":1539},"italic",{"type":42,"attrs":1541,"content":1542},{"textAlign":118},[1543],{"text":1544,"type":513,"marks":1545},"Genau hier stecken viele Teams fest. Vor allem die, die im Unternehmen noch eher allein unterwegs sind, den Wert von Experimenten längst erkannt haben und jetzt mehr Freiraum, Budget und Sichtbarkeit wollen.",[1546],{"type":1518,"attrs":1547},{"color":1520},{"type":42,"attrs":1549,"content":1550},{"textAlign":118},[1551],{"text":1552,"type":513,"marks":1553},"In diesem Artikel geht es darum, wie du aus Ergebnissen einen einfachen Business Case machst. Du erfährst, wie du den ROI für A/B Testing berechnest, wie du den Wert von Experimenten in Euro übersetzen kannst und wie du darüber sprichst, damit Stakeholder deine Arbeit als das sehen, was sie ist: ein Beitrag zum Geschäftserfolg und echter Business Value.",[1554],{"type":1518,"attrs":1555},{"color":1520},{"type":42,"attrs":1557},{"textAlign":118},{"type":1170,"attrs":1559,"content":1560},{"level":1172,"textAlign":118},[1561],{"text":1562,"type":513,"marks":1563},"Warum Zahlen allein nicht überzeugen",[1564,1566],{"type":1518,"attrs":1565},{"color":1520},{"type":956},{"type":42,"attrs":1568,"content":1569},{"textAlign":118},[1570],{"text":1571,"type":513,"marks":1572},"Reine KPIs reichen selten aus, um jemanden zu überzeugen, der nicht täglich in deinen Reportings steckt. Plus null Komma vier Prozent Conversion Rate, fünfundzwanzig Prozent mehr Klicks oder ein signifikanter Uplift sind wichtig für dein Testing Programm – für viele Stakeholder bleiben sie trotzdem abstrakt.",[1573],{"type":1518,"attrs":1574},{"color":1520},{"type":42,"attrs":1576,"content":1577},{"textAlign":118},[1578],{"text":1579,"type":513,"marks":1580},"Zahlen sind nur dann mächtig, wenn sie verstanden werden. Stakeholder wollen kein Statistikdetail, sie wollen Wirkung sehen: Umsatz, Wachstum, Fortschritt, weniger Risiko. Wenn du Testing Ergebnisse in Euro übersetzen kannst, wird aus einem Uplift ein greifbarer Wert. Und genau das ist der Unterschied zwischen „Wir haben getestet“ und „Unser A/B Testing leistet einen messbaren Beitrag zum Geschäftserfolg“.",[1581],{"type":1518,"attrs":1582},{"color":1520},{"type":42,"attrs":1584},{"textAlign":118},{"type":1170,"attrs":1586,"content":1587},{"level":1172,"textAlign":118},[1588],{"text":1589,"type":513,"marks":1590},"Was bedeutet ROI für A/B Testing eigentlich",[1591,1593],{"type":1518,"attrs":1592},{"color":1520},{"type":956},{"type":42,"attrs":1595,"content":1596},{"textAlign":118},[1597],{"text":1598,"type":513,"marks":1599},"Bevor es an Modelle und Rechner geht, lohnt sich ein kurzer Blick auf die Basis.",[1600],{"type":1518,"attrs":1601},{"color":1520},{"type":42,"attrs":1603,"content":1604},{"textAlign":118},[1605],{"text":1606,"type":513,"marks":1607},"ROI bedeutet vereinfacht: Wie viel Mehrwert entsteht im Verhältnis zu dem, was du investierst.",[1608],{"type":1518,"attrs":1609},{"color":1520},{"type":42,"attrs":1611,"content":1612},{"textAlign":118},[1613],{"text":1614,"type":513,"marks":1615},"Für A/B Testing kannst du dir drei einfache Fragen stellen:",[1616],{"type":1518,"attrs":1617},{"color":1520},{"type":1270,"content":1619},[1620,1630,1640],{"type":1273,"content":1621},[1622],{"type":42,"attrs":1623,"content":1624},{"textAlign":118},[1625],{"text":1626,"type":513,"marks":1627},"Was bringt der Test an messbarem Mehrwert, zum Beispiel zusätzlicher Umsatz, mehr Leads oder eine höhere Aktivierungsrate",[1628],{"type":1518,"attrs":1629},{"color":1520},{"type":1273,"content":1631},[1632],{"type":42,"attrs":1633,"content":1634},{"textAlign":118},[1635],{"text":1636,"type":513,"marks":1637},"Welche Kosten stehen dahinter, zum Beispiel Arbeitszeit, Toolkosten, Entwicklung und der Traffic, den du für den Test einsetzt",[1638],{"type":1518,"attrs":1639},{"color":1520},{"type":1273,"content":1641},[1642],{"type":42,"attrs":1643,"content":1644},{"textAlign":118},[1645],{"text":1646,"type":513,"marks":1647},"Wie sieht das Verhältnis aus, also der Mehrwert im Vergleich zum Einsatz",[1648],{"type":1518,"attrs":1649},{"color":1520},{"type":42,"attrs":1651,"content":1652},{"textAlign":118},[1653],{"text":1654,"type":513,"marks":1655},"Ein Beispiel: Du optimierst eine Produktseite. Durch den Test entsteht ein geschätzter Mehrumsatz pro Jahr. Dem gegenüber stehen einmalige Kosten für Konzept, Umsetzung und Analyse und eventuell laufende Kosten, wenn du die Lösung dauerhaft betreibst.",[1656],{"type":1518,"attrs":1657},{"color":1520},{"type":42,"attrs":1659,"content":1660},{"textAlign":118},[1661],{"text":1662,"type":513,"marks":1663},"Der ROI für A/B Testing hilft dir dann unter anderem, diese Fragen zu beantworten:",[1664],{"type":1518,"attrs":1665},{"color":1520},{"type":1270,"content":1667},[1668,1678,1688],{"type":1273,"content":1669},[1670],{"type":42,"attrs":1671,"content":1672},{"textAlign":118},[1673],{"text":1674,"type":513,"marks":1675},"Lohnt sich dieser Test im Verhältnis zum Aufwand",[1676],{"type":1518,"attrs":1677},{"color":1520},{"type":1273,"content":1679},[1680],{"type":42,"attrs":1681,"content":1682},{"textAlign":118},[1683],{"text":1684,"type":513,"marks":1685},"Wo sollten wir als nächstes investieren",[1686],{"type":1518,"attrs":1687},{"color":1520},{"type":1273,"content":1689},[1690],{"type":42,"attrs":1691,"content":1692},{"textAlign":118},[1693],{"text":1694,"type":513,"marks":1695},"Welche Optimierungen sind „nice to have“ und welche sind echte Hebel",[1696],{"type":1518,"attrs":1697},{"color":1520},{"type":42,"attrs":1699,"content":1700},{"textAlign":118},[1701],{"text":1702,"type":513,"marks":1703},"Wichtig: Der ROI eines einzelnen Tests ist nur ein Baustein. Mit der Zeit entsteht daraus der ROI deines gesamten Testing Programms – also der Beitrag, den dein Experimentieren insgesamt zum Unternehmenserfolg leistet.",[1704],{"type":1518,"attrs":1705},{"color":1520},{"type":42,"attrs":1707},{"textAlign":118},{"type":1170,"attrs":1709,"content":1710},{"level":1172,"textAlign":118},[1711],{"text":1712,"type":513,"marks":1713},"Was ist ein einfacher Business Case für A/B Testing",[1714,1716],{"type":1518,"attrs":1715},{"color":1520},{"type":956},{"type":42,"attrs":1718,"content":1719},{"textAlign":118},[1720],{"text":1721,"type":513,"marks":1722},"Ein Business Case ist im Kern eine strukturierte Geschichte, mit der du erklärst:",[1723],{"type":1518,"attrs":1724},{"color":1520},{"type":1270,"content":1726},[1727,1737,1747,1757],{"type":1273,"content":1728},[1729],{"type":42,"attrs":1730,"content":1731},{"textAlign":118},[1732],{"text":1733,"type":513,"marks":1734},"Welche Ausgangssituation es gab",[1735],{"type":1518,"attrs":1736},{"color":1520},{"type":1273,"content":1738},[1739],{"type":42,"attrs":1740,"content":1741},{"textAlign":118},[1742],{"text":1743,"type":513,"marks":1744},"Welche Idee du mit einem Test geprüft hast",[1745],{"type":1518,"attrs":1746},{"color":1520},{"type":1273,"content":1748},[1749],{"type":42,"attrs":1750,"content":1751},{"textAlign":118},[1752],{"text":1753,"type":513,"marks":1754},"Was dabei herausgekommen ist",[1755],{"type":1518,"attrs":1756},{"color":1520},{"type":1273,"content":1758},[1759],{"type":42,"attrs":1760,"content":1761},{"textAlign":118},[1762],{"text":1763,"type":513,"marks":1764},"Was das in Euro und für das Geschäft bedeutet",[1765],{"type":1518,"attrs":1766},{"color":1520},{"type":42,"attrs":1768,"content":1769},{"textAlign":118},[1770],{"text":1771,"type":513,"marks":1772},"Ein einfacher Business Case für A/B Testing braucht keine komplexe Präsentation. Er beantwortet konsequent ein paar zentrale Fragen:",[1773],{"type":1518,"attrs":1774},{"color":1520},{"type":42,"attrs":1776,"content":1777},{"textAlign":118},[1778,1784,1785],{"text":1779,"type":513,"marks":1780},"Ausgangspunkt:",[1781,1783],{"type":1518,"attrs":1782},{"color":1520},{"type":956},{"type":970},{"text":1786,"type":513,"marks":1787},"Was war das Problem oder die Chance, zum Beispiel viele Nutzer brechen im Warenkorb ab",[1788],{"type":1518,"attrs":1789},{"color":1520},{"type":42,"attrs":1791,"content":1792},{"textAlign":118},[1793,1799,1800],{"text":1794,"type":513,"marks":1795},"Maßnahme:",[1796,1798],{"type":1518,"attrs":1797},{"color":1520},{"type":956},{"type":970},{"text":1801,"type":513,"marks":1802},"Was genau habt ihr getestet, zum Beispiel ein neues Formular, eine andere Reihenfolge, zusätzliche Vertrauenselemente",[1803],{"type":1518,"attrs":1804},{"color":1520},{"type":42,"attrs":1806,"content":1807},{"textAlign":118},[1808,1814,1815],{"text":1809,"type":513,"marks":1810},"Ergebnis:",[1811,1813],{"type":1518,"attrs":1812},{"color":1520},{"type":956},{"type":970},{"text":1816,"type":513,"marks":1817},"Was hat sich verändert, zum Beispiel höhere Conversion Rate oder mehr abgeschlossene Käufe",[1818],{"type":1518,"attrs":1819},{"color":1520},{"type":42,"attrs":1821,"content":1822},{"textAlign":118},[1823,1829,1830],{"text":1824,"type":513,"marks":1825},"Wirkung in Euro:",[1826,1828],{"type":1518,"attrs":1827},{"color":1520},{"type":956},{"type":970},{"text":1831,"type":513,"marks":1832},"Was bedeutet das bei eurem Traffic und euren Warenkörben pro Jahr",[1833],{"type":1518,"attrs":1834},{"color":1520},{"type":42,"attrs":1836,"content":1837},{"textAlign":118},[1838,1844,1845],{"text":1839,"type":513,"marks":1840},"Empfehlung:",[1841,1843],{"type":1518,"attrs":1842},{"color":1520},{"type":956},{"type":970},{"text":1846,"type":513,"marks":1847},"Was sollte das Unternehmen daraus ableiten, zum Beispiel Rollout der Variante, weitere Tests in diesem Bereich, Anpassung von Zielen",[1848],{"type":1518,"attrs":1849},{"color":1520},{"type":42,"attrs":1851,"content":1852},{"textAlign":118},[1853],{"text":1854,"type":513,"marks":1855},"Wenn du so vorgehst, übersetzt du deine Arbeit aus der Sprache der Metriken in die Sprache der Entscheidungen. Dann geht es nicht mehr um „Wir haben getestet“, sondern um einen klaren Business Case für A/B Tests und um den Business Value deines Testing Programms.",[1856],{"type":1518,"attrs":1857},{"color":1520},{"type":42,"attrs":1859},{"textAlign":118},{"type":1170,"attrs":1861,"content":1862},{"level":1172,"textAlign":118},[1863],{"text":1864,"type":513,"marks":1865},"Warum ein Rechner dir das Leben leichter macht",[1866,1868],{"type":1518,"attrs":1867},{"color":1520},{"type":956},{"type":42,"attrs":1870,"content":1871},{"textAlign":118},[1872],{"text":1873,"type":513,"marks":1874},"In der Theorie klingt das alles überschaubar. In der Praxis wird es schnell komplex:",[1875],{"type":1518,"attrs":1876},{"color":1520},{"type":1270,"content":1878},[1879,1889,1899,1909],{"type":1273,"content":1880},[1881],{"type":42,"attrs":1882,"content":1883},{"textAlign":118},[1884],{"text":1885,"type":513,"marks":1886},"Es gibt mehrere Kennzahlen, die sich verändern",[1887],{"type":1518,"attrs":1888},{"color":1520},{"type":1273,"content":1890},[1891],{"type":42,"attrs":1892,"content":1893},{"textAlign":118},[1894],{"text":1895,"type":513,"marks":1896},"Du willst unterschiedliche Szenarien betrachten: konservativ, realistisch, optimistisch",[1897],{"type":1518,"attrs":1898},{"color":1520},{"type":1273,"content":1900},[1901],{"type":42,"attrs":1902,"content":1903},{"textAlign":118},[1904],{"text":1905,"type":513,"marks":1906},"Kosten fallen einmalig und laufend an",[1907],{"type":1518,"attrs":1908},{"color":1520},{"type":1273,"content":1910},[1911],{"type":42,"attrs":1912,"content":1913},{"textAlign":118},[1914],{"text":1915,"type":513,"marks":1916},"Es kommen neue Tests dazu, die sich gegenseitig beeinflussen",[1917],{"type":1518,"attrs":1918},{"color":1520},{"type":42,"attrs":1920,"content":1921},{"textAlign":118},[1922],{"text":1923,"type":513,"marks":1924},"Ein Business Case Rechner für A/B Testing nimmt dir nicht das Denken ab. Er hilft dir, sauber und transparent zu rechnen:",[1925],{"type":1518,"attrs":1926},{"color":1520},{"type":1270,"content":1928},[1929,1939,1949],{"type":1273,"content":1930},[1931],{"type":42,"attrs":1932,"content":1933},{"textAlign":118},[1934],{"text":1935,"type":513,"marks":1936},"Du siehst auf einen Blick, wie sich Uplifts auf Jahreswerte auswirken",[1937],{"type":1518,"attrs":1938},{"color":1520},{"type":1273,"content":1940},[1941],{"type":42,"attrs":1942,"content":1943},{"textAlign":118},[1944],{"text":1945,"type":513,"marks":1946},"Du kannst Varianten vergleichen, zum Beispiel Test A mit mehr Aufwand und höherem Potenzial gegenüber Test B",[1947],{"type":1518,"attrs":1948},{"color":1520},{"type":1273,"content":1950},[1951],{"type":42,"attrs":1952,"content":1953},{"textAlign":118},[1954],{"text":1955,"type":513,"marks":1956},"Du kannst Annahmen dokumentieren",[1957],{"type":1518,"attrs":1958},{"color":1520},{"type":42,"attrs":1960,"content":1961},{"textAlign":118},[1962],{"text":1963,"type":513,"marks":1964},"und später anpassen, wenn ihr mehr Daten habt",[1965],{"type":1518,"attrs":1966},{"color":1520},{"type":42,"attrs":1968,"content":1969},{"textAlign":118},[1970],{"text":1971,"type":513,"marks":1972},"Vor allem senkt ein Rechner die Hürde, überhaupt mit der Berechnung anzufangen. Du musst keine eigene Tabellenlogik mehr bauen, sondern kannst dich auf das konzentrieren, was deine Stärke ist: Hypothesen, Tests und Entscheidungen.",[1973],{"type":1518,"attrs":1974},{"color":1520},{"type":42,"attrs":1976,"content":1977},{"textAlign":118},[1978],{"text":1979,"type":513,"marks":1980},"Mit dem Spickzettel zur Werteberechnung und dem Business Case Rechner verbindest du Uplift, Kosten und ROI. So kannst du in wenigen Minuten greifbar zeigen, welchen Beitrag dein A/B Testing zum Umsatz leistet und wie du den Wert von Experimenten berechnen kannst.",[1981],{"type":1518,"attrs":1982},{"color":1520},{"type":42,"attrs":1984,"content":1985},{"textAlign":118},[1986],{"text":1987,"type":513,"marks":1988},"Spickzettel zur Werteberechnung im PDF Format herunterladen",[1989,1992],{"type":942,"attrs":1990},{"href":1991,"uuid":118,"anchor":118,"target":954,"linktype":136},"http://kkrft.ly/spickzettel-wertbeitrag-roi",{"type":1518,"attrs":1993},{"color":1520},{"type":42,"attrs":1995,"content":1996},{"textAlign":118},[1997],{"text":1998,"type":513,"marks":1999},"Zum Business Case Rechner für A/B Testing",[2000,2003],{"type":942,"attrs":2001},{"href":2002,"uuid":118,"anchor":118,"target":954,"linktype":136},"http://kkrft.ly/business-case-kalkulator-wertbeitrag",{"type":1518,"attrs":2004},{"color":1520},{"_uid":2006,"size":2007,"image":2008,"caption":2012,"component":2015},"60b65474-d229-46f3-a2d5-043fcbd6ca9a","full",{"id":2009,"alt":30,"name":30,"focus":30,"title":30,"source":30,"filename":2010,"copyright":30,"fieldtype":49,"meta_data":2011,"is_external_url":51},118707946492315,"https://a.storyblok.com/f/328018/2242x1160/a6ce052557/roi-kalkulator-preview.png",{},{"type":39,"content":2013},[2014],{"type":42},"richtext-image",{"_uid":2017,"text":2018,"component":976},"f48e341b-a2cd-420d-bcae-15fa0bb40300",{"type":39,"content":2019},[2020,2029,2037,2045,2053,2063],{"type":1170,"attrs":2021,"content":2022},{"level":1172,"textAlign":118},[2023],{"text":2024,"type":513,"marks":2025},"Schritt 1 – ROI für A/B Testing berechnen: der Blick hinter die Zahlen",[2026,2028],{"type":1518,"attrs":2027},{"color":1520},{"type":956},{"type":42,"attrs":2030,"content":2031},{"textAlign":118},[2032],{"text":2033,"type":513,"marks":2034},"„Ohne Kontext bleibt jede Zahl abstrakt“, sagt Julia, unsere Expertin für Value Analytics. Denn wer Wirkung zeigen will, braucht eine greifbare Zahl.",[2035],{"type":1518,"attrs":2036},{"color":1520},{"type":42,"attrs":2038,"content":2039},{"textAlign":118},[2040],{"text":2041,"type":513,"marks":2042},"Ein Beispiel: Deine Conversion Rate steigt von eins Komma fünf Prozent auf eins Komma neun Prozent. Das klingt nach wenig, bedeutet aber bei zwei Millionen Nutzern rund achthundertzwanzigtausend Euro Mehrumsatz pro Jahr. Das ist der Moment, in dem aus einem Uplift ein echter Business Case für euren Test wird.",[2043],{"type":1518,"attrs":2044},{"color":1520},{"type":42,"attrs":2046,"content":2047},{"textAlign":118},[2048],{"text":2049,"type":513,"marks":2050},"Julia hilft Unternehmen dabei, solche Zusammenhänge sichtbar zu machen – mit dem richtigen Rechenmodell und dem Gespür für Business Prioritäten. Ihr Motto: „Daten sind kein Selbstzweck, sie müssen Entscheidungen ermöglichen.“",[2051],{"type":1518,"attrs":2052},{"color":1520},{"type":1170,"attrs":2054,"content":2056},{"level":2055,"textAlign":118},3,[2057],{"text":2058,"type":513,"marks":2059},"Mit Julia über deinen ROI sprechen",[2060,2062],{"type":1518,"attrs":2061},{"color":1520},{"type":956},{"type":42,"attrs":2064,"content":2065},{"textAlign":118},[2066],{"text":2067,"type":513,"marks":2068},"Wenn du wissen willst, wie du deinen eigenen ROI für A/B Testing berechnest, kannst du Julia einfach ansprechen. Sie zeigt dir, worauf es bei der Werteberechnung wirklich ankommt und wie du aus deinen Tests einen klaren Business Case machst.",[2069],{"type":1518,"attrs":2070},{"color":1520},{"_uid":2072,"size":2007,"image":2073,"caption":2077,"component":2015},"d709b982-5dc9-4ce2-b2f2-4b79b5dac915",{"id":2074,"alt":30,"name":30,"focus":30,"title":30,"source":30,"filename":2075,"copyright":30,"fieldtype":49,"meta_data":2076,"is_external_url":51},118707946439063,"https://a.storyblok.com/f/328018/2400x900/9f90199c53/roi-business-case-rechner.png",{},{"type":39,"content":2078},[2079],{"type":42},{"_uid":2081,"icon":30,"text":2082,"image":2104,"theme":2109,"component":2110,"action_buttons":2111,"image_position":2112},"4c3f5612-b405-4a7c-ba7c-d32acb3dfbf8",{"type":39,"content":2083},[2084,2092],{"type":42,"attrs":2085,"content":2086},{"textAlign":118},[2087],{"text":2088,"type":513,"marks":2089},"Julia begleitet Teams dabei, ihre Testergebnisse in klare Business Cases zu übersetzen. Sie verbindet Analytics mit Geschäftszielen und hilft operativen Teams, ihren Impact und den ROI von Experimenten sichtbar zu machen.",[2090],{"type":1518,"attrs":2091},{"color":1520},{"type":42,"attrs":2093,"content":2094},{"textAlign":118},[2095],{"text":2096,"type":513,"marks":2097},"Stelle Julia deine Frage",[2098,2102],{"type":942,"attrs":2099},{"href":2100,"uuid":118,"anchor":118,"target":954,"linktype":2101},"julia.engelmann@konversionskraft.de","email",{"type":1518,"attrs":2103},{"color":1520},{"id":2105,"alt":2106,"name":30,"focus":30,"title":2106,"source":30,"filename":2107,"copyright":30,"fieldtype":49,"meta_data":2108,"is_external_url":51},23161395,"Julia Engelmann, Principal Data Sciences","https://a.storyblok.com/f/328018/600x600/e12afab1a0/julia-engelmann.png",{"alt":2106,"title":2106,"source":30,"copyright":30},"secondary","richtext-callout",[],"side",{"_uid":2114,"text":2115,"component":976},"0b0df57b-f4b6-447c-b00d-d095c802b80e",{"type":39,"content":2116},[2117,2126,2134,2142,2150,2158,2166,2174,2182,2191],{"type":1170,"attrs":2118,"content":2119},{"level":1172,"textAlign":118},[2120],{"text":2121,"type":513,"marks":2122},"Schritt 2 – Testing Ergebnisse kommunizieren: das Stakeholder Dilemma",[2123,2125],{"type":1518,"attrs":2124},{"color":1520},{"type":956},{"type":42,"attrs":2127,"content":2128},{"textAlign":118},[2129],{"text":2130,"type":513,"marks":2131},"Zahlen sind die Sprache der Logik. Menschen entscheiden jedoch selten rein logisch.",[2132],{"type":1518,"attrs":2133},{"color":1520},{"type":42,"attrs":2135,"content":2136},{"textAlign":118},[2137],{"text":2138,"type":513,"marks":2139},"„Viele Teams verlieren sich in Metriken“, erzählt Anna, die bei uns die Brücke zwischen Testing und Kommunikation schlägt. „Stakeholder denken in Geschichten – sie wollen verstehen, was sich dadurch verändert.“",[2140],{"type":1518,"attrs":2141},{"color":1520},{"type":42,"attrs":2143,"content":2144},{"textAlign":118},[2145],{"text":2146,"type":513,"marks":2147},"Das Stakeholder Dilemma beschreibt genau diesen Konflikt: Wie bringst du komplexe Testing Ergebnisse so rüber, dass sie nicht nur verstanden, sondern geglaubt werden und dir helfen, Stakeholder von A/B Tests zu überzeugen",[2148],{"type":1518,"attrs":2149},{"color":1520},{"type":42,"attrs":2151,"content":2152},{"textAlign":118},[2153],{"text":2154,"type":513,"marks":2155},"Ein Uplift ist kein Wert an sich. Er ist ein Puzzleteil einer größeren Business Story.",[2156],{"type":1518,"attrs":2157},{"color":1520},{"type":42,"attrs":2159,"content":2160},{"textAlign":118},[2161],{"text":2162,"type":513,"marks":2163},"Ein Beispiel: Statt „plus 0,8 % Conversion Rate“ sagst du",[2164],{"type":1518,"attrs":2165},{"color":1520},{"type":42,"attrs":2167,"content":2168},{"textAlign":118},[2169],{"text":2170,"type":513,"marks":2171},"„Unsere Optimierung der Produktdetailseite bringt jährlich rund 820.000 Euro zusätzlichen Umsatz – bei gleichem Traffic.“",[2172],{"type":1518,"attrs":2173},{"color":1520},{"type":42,"attrs":2175,"content":2176},{"textAlign":118},[2177],{"text":2178,"type":513,"marks":2179},"Dieser Perspektivwechsel verändert, wie du wahrgenommen wirst: vom Tester zur Partnerin oder zum Partner fürs Business.",[2180],{"type":1518,"attrs":2181},{"color":1520},{"type":1170,"attrs":2183,"content":2184},{"level":2055,"textAlign":118},[2185],{"text":2186,"type":513,"marks":2187},"Mit Anna deine Story schärfen",[2188,2190],{"type":1518,"attrs":2189},{"color":1520},{"type":956},{"type":42,"attrs":2192,"content":2193},{"textAlign":118},[2194],{"text":2195,"type":513,"marks":2196},"Frag Anna gern, wenn du wissen willst, wie du aus Zahlen eine Geschichte machst, die überzeugt. Sie zeigt dir, wie du Stakeholder mit einer Mischung aus Emotion und Logik erreichst und wie du über deinen A/B Testing ROI sprichst, ohne ins Fachlatein zu rutschen.",[2197],{"type":1518,"attrs":2198},{"color":1520},{"_uid":2200,"size":2007,"image":2201,"caption":2205,"component":2015},"b6018474-6bce-401b-99fa-8d5d38e206c5",{"id":2202,"alt":30,"name":30,"focus":30,"title":30,"source":30,"filename":2203,"copyright":30,"fieldtype":49,"meta_data":2204,"is_external_url":51},118707946504605,"https://a.storyblok.com/f/328018/2400x900/526426b609/roi-stakholder-storytelling.png",{},{"type":39,"content":2206},[2207],{"type":42,"attrs":2208,"content":2209},{"textAlign":118},[2210],{"text":2211,"type":513,"marks":2212},"Der Kurzleitfaden zum Stakeholder Dilemma hilft dir, deine Testergebnisse so aufzubauen, dass sie verstanden und akzeptiert werden. Du bekommst Formulierungen und Strukturen, mit denen du den Business Value deiner A/B Tests klar machst.",[2213],{"type":1518,"attrs":2214},{"color":1520},{"_uid":2216,"icon":30,"text":2217,"image":2238,"theme":2109,"component":2110,"action_buttons":2243,"image_position":2112},"503c584a-18e3-4281-a8ba-95f12737b0f0",{"type":39,"content":2218},[2219,2227],{"type":42,"attrs":2220,"content":2221},{"textAlign":118},[2222],{"text":2223,"type":513,"marks":2224},"Anna übersetzt komplexe Testergebnisse in Geschichten, die Entscheider verstehen. Sie arbeitet mit Teams, die mehr sind als eine Testmaschine, und unterstützt sie dabei, intern als Partner auf Augenhöhe wahrgenommen zu werden.",[2225],{"type":1518,"attrs":2226},{"color":1520},{"type":42,"attrs":2228,"content":2229},{"textAlign":118},[2230],{"text":2231,"type":513,"marks":2232},"Jetzt mit Anna deine Story schärfen",[2233,2236],{"type":942,"attrs":2234},{"href":2235,"uuid":118,"anchor":118,"target":954,"linktype":2101},"anna.goetz@konversionskraft.de",{"type":1518,"attrs":2237},{"color":1520},{"id":2239,"alt":2240,"name":30,"focus":30,"title":2240,"source":30,"filename":2241,"copyright":30,"fieldtype":49,"meta_data":2242,"is_external_url":51},64924870953815,"Anna Götz, Consultant","https://a.storyblok.com/f/328018/600x600/9797434ccc/anna-goetz.png",{"alt":2240,"title":2240,"source":30,"copyright":30},[],{"_uid":2245,"text":2246,"component":976},"153e7be1-9094-4ae0-8f00-45ffea8be5a2",{"type":39,"content":2247},[2248,2257,2265,2273,2281,2323,2331,2339,2341,2350,2358,2366,2398,2417,2419,2421,2430,2438,2446,2454],{"type":1170,"attrs":2249,"content":2250},{"level":1172,"textAlign":118},[2251],{"text":2252,"type":513,"marks":2253},"Schritt 3 – Vom Ergebnis zur Wirkung im Unternehmen",[2254,2256],{"type":1518,"attrs":2255},{"color":1520},{"type":956},{"type":42,"attrs":2258,"content":2259},{"textAlign":118},[2260],{"text":2261,"type":513,"marks":2262},"Ein einzelner Test ist wichtig. Noch wichtiger ist die Frage: Was verändert sich im Unternehmen, wenn ihr Testing ernst nehmt.",[2263],{"type":1518,"attrs":2264},{"color":1520},{"type":42,"attrs":2266,"content":2267},{"textAlign":118},[2268],{"text":2269,"type":513,"marks":2270},"Testing ist keine reine Zahlenübung. Es ist Organisationsentwicklung.",[2271],{"type":1518,"attrs":2272},{"color":1520},{"type":42,"attrs":2274,"content":2275},{"textAlign":118},[2276],{"text":2277,"type":513,"marks":2278},"Wenn du zeigst, welchen Beitrag deine Arbeit zum Geschäftserfolg leistet, entsteht Wirkung:",[2279],{"type":1518,"attrs":2280},{"color":1520},{"type":1270,"content":2282},[2283,2293,2303,2313],{"type":1273,"content":2284},[2285],{"type":42,"attrs":2286,"content":2287},{"textAlign":118},[2288],{"text":2289,"type":513,"marks":2290},"Mehr Verständnis für deine Arbeit",[2291],{"type":1518,"attrs":2292},{"color":1520},{"type":1273,"content":2294},[2295],{"type":42,"attrs":2296,"content":2297},{"textAlign":118},[2298],{"text":2299,"type":513,"marks":2300},"Bessere Priorisierung im Unternehmen",[2301],{"type":1518,"attrs":2302},{"color":1520},{"type":1273,"content":2304},[2305],{"type":42,"attrs":2306,"content":2307},{"textAlign":118},[2308],{"text":2309,"type":513,"marks":2310},"Mehr Ressourcen für Testing und Nutzererlebnis",[2311],{"type":1518,"attrs":2312},{"color":1520},{"type":1273,"content":2314},[2315],{"type":42,"attrs":2316,"content":2317},{"textAlign":118},[2318],{"text":2319,"type":513,"marks":2320},"Mehr Vertrauen in datengetriebene Entscheidungen",[2321],{"type":1518,"attrs":2322},{"color":1520},{"type":42,"attrs":2324,"content":2325},{"textAlign":118},[2326],{"text":2327,"type":513,"marks":2328},"Gerade Teams, die im Unternehmen noch allein unterwegs sind, können so ihren Weg vom operativen Testing zur strategischen Rolle gehen. Aus einzelnen Uplifts wird nach und nach der ROI deines gesamten Testing Programms – also der sichtbare Einfluss, den dein kontinuierliches Experimentieren auf Umsatz, Risiko und Entscheidungsqualität hat.",[2329],{"type":1518,"attrs":2330},{"color":1520},{"type":42,"attrs":2332,"content":2333},{"textAlign":118},[2334],{"text":2335,"type":513,"marks":2336},"Anna und Julia begleiten regelmäßig Teams, die genau an dieser Schwelle stehen: vom Testen zum strategischen Handeln. Sie helfen dabei, Business Value sichtbar zu machen – durch klare Berechnung des ROI von Experimenten, verständliche Kommunikation und überzeugendes Storytelling.",[2337],{"type":1518,"attrs":2338},{"color":1520},{"type":42,"attrs":2340},{"textAlign":118},{"type":1170,"attrs":2342,"content":2343},{"level":1172,"textAlign":118},[2344],{"text":2345,"type":513,"marks":2346},"Unser Team hilft dir, deinen Testing Business Case sichtbar zu machen",[2347,2349],{"type":1518,"attrs":2348},{"color":1520},{"type":956},{"type":42,"attrs":2351,"content":2352},{"textAlign":118},[2353],{"text":2354,"type":513,"marks":2355},"Wertekommunikation braucht Expertise in Daten, Psychologie und Kommunikation. Unser Team bei konversionsKRAFT begleitet dich von der Berechnung bis zur Story.",[2356],{"type":1518,"attrs":2357},{"color":1520},{"type":42,"attrs":2359,"content":2360},{"textAlign":118},[2361],{"text":2362,"type":513,"marks":2363},"Wir helfen dir:",[2364],{"type":1518,"attrs":2365},{"color":1520},{"type":1270,"content":2367},[2368,2378,2388],{"type":1273,"content":2369},[2370],{"type":42,"attrs":2371,"content":2372},{"textAlign":118},[2373],{"text":2374,"type":513,"marks":2375},"den ROI deines Testings zu berechnen",[2376],{"type":1518,"attrs":2377},{"color":1520},{"type":1273,"content":2379},[2380],{"type":42,"attrs":2381,"content":2382},{"textAlign":118},[2383],{"text":2384,"type":513,"marks":2385},"deine Ergebnisse überzeugend zu visualisieren",[2386],{"type":1518,"attrs":2387},{"color":1520},{"type":1273,"content":2389},[2390],{"type":42,"attrs":2391,"content":2392},{"textAlign":118},[2393],{"text":2394,"type":513,"marks":2395},"deine Stakeholder mit Business Value zu gewinnen",[2396],{"type":1518,"attrs":2397},{"color":1520},{"type":42,"attrs":2399,"content":2400},{"textAlign":118},[2401],{"text":2402,"type":513,"marks":2403},"Jetzt Kontakt aufnehmen und Sparringspartner anfragen",[2404,2410,2412,2413],{"type":942,"attrs":2405},{"href":2406,"uuid":69,"anchor":118,"target":954,"linktype":31,"story":2407},"/de/kontakt",{"name":71,"id":2408,"uuid":69,"slug":2409,"url":70,"full_slug":70,"_stopResolving":81},62094496981643,"kontakt",{"type":1518,"attrs":2411},{"color":1520},{"type":956},{"type":2414,"attrs":2415},"styled",{"class":2416},"rt-button",{"type":2418},"horizontal_rule",{"type":42,"attrs":2420},{"textAlign":118},{"type":1170,"attrs":2422,"content":2423},{"level":1172,"textAlign":118},[2424],{"text":2425,"type":513,"marks":2426},"Fazit – Sichtbarkeit beginnt mit Verständlichkeit",[2427,2429],{"type":1518,"attrs":2428},{"color":1520},{"type":956},{"type":42,"attrs":2431,"content":2432},{"textAlign":118},[2433],{"text":2434,"type":513,"marks":2435},"Wirkung entsteht nicht durch Zahlen, sondern durch Bedeutung.",[2436],{"type":1518,"attrs":2437},{"color":1520},{"type":42,"attrs":2439,"content":2440},{"textAlign":118},[2441],{"text":2442,"type":513,"marks":2443},"Wenn du den Wert deiner Arbeit sichtbar machst – in klaren Zahlen, in einem nachvollziehbaren Business Case für A/B Tests und in guten Geschichten – dann wird Testing nicht mehr als Experiment gesehen, sondern als Wachstumstreiber.",[2444],{"type":1518,"attrs":2445},{"color":1520},{"type":42,"attrs":2447,"content":2448},{"textAlign":118},[2449],{"text":2450,"type":513,"marks":2451},"Berechne. Erzähle. Überzeuge.",[2452],{"type":1518,"attrs":2453},{"color":1520},{"type":42,"attrs":2455,"content":2456},{"textAlign":118},[2457],{"text":2458,"type":513,"marks":2459},"Und zeig, was deine Arbeit wirklich wert ist.",[2460],{"type":1518,"attrs":2461},{"color":1520},"So übersetzt du Uplifts in Euro, erstellst einen einfachen Business Case und überzeugst Stakeholder vom wahren Wert deiner Experimente.",{"id":2464,"alt":30,"src":2465,"name":30,"focus":30,"title":30,"source":30,"filename":1503,"copyright":30,"fieldtype":49,"meta_data":2466,"is_external_url":51},118708174873012,"//a.storyblok.com/f/328018/ee0dfc6630/die-5-haufigsten-grunde-fur-eine-zu-niedrige-konversionsrate-html-21611d2e-istock_000007915202small_.png",{},[2468,2469],"5fb4f920-3e4a-4d6a-a1f2-6f097f8fcf60","b1e9fb36-53ba-46c6-9df5-477eaee9d271",[2471],{"name":1022,"created_at":1023,"published_at":1024,"updated_at":1025,"id":1026,"uuid":1018,"content":2472,"slug":1030,"full_slug":1031,"sort_by_date":118,"position":119,"tag_list":2473,"is_startpage":51,"parent_id":1033,"meta_data":118,"group_id":1034,"first_published_at":1035,"release_id":118,"lang":124,"path":118,"alternates":2474,"default_full_slug":118,"translated_slugs":118,"_stopResolving":81},{"_uid":1028,"component":1029},[],[],[],[2477,2480,2484],{"_uid":2478,"link":2479,"text":1071,"component":59},"54bd7f38-d3f5-4e34-b786-18a9d7613d98",{"id":1069,"url":1070,"linktype":31,"fieldtype":32,"cached_url":1070},{"_uid":2481,"link":2482,"text":442,"component":59},"9691184d-9014-4261-a858-97b8c1dc0e4e",{"id":1075,"url":1076,"linktype":31,"fieldtype":32,"cached_url":1076,"story":2483},{"name":442,"id":1078,"uuid":1075,"slug":440,"url":1076,"full_slug":1076,"_stopResolving":81},{"_uid":2485,"link":2486,"text":1494,"component":59},"9f770ea0-7e1e-47fb-add2-9e976eb9eda8",{"id":1499,"url":2487,"linktype":31,"fieldtype":32,"cached_url":2488,"story":2489},"de/blog/experimentation/die-5-haufigsten-grunde-fur-eine-zu-niedrige-konversionsrate","de/experimentation/wie-du-den-wert-deiner-arbeit-sichtbar-machst-mit-einem-klaren-roi-fuer-a-b-testing",{"name":1494,"id":1498,"uuid":1499,"slug":2490,"url":2488,"full_slug":2488,"_stopResolving":81},"wie-du-den-wert-deiner-arbeit-sichtbar-machst-mit-einem-klaren-roi-fuer-a-b-testing",[2492],{"_uid":2493,"caption":30,"headline":2494,"component":2495,"subheadline":2496,"action_buttons":2506},"4ace3cd6-7a7c-43e7-97c9-e9c4b418b990","Download: Dein ROI Paket","item-cta",{"type":39,"content":2497},[2498],{"type":42,"attrs":2499,"content":2500},{"textAlign":118},[2501],{"text":2502,"type":513,"marks":2503},"Lerne, wie du den ROI für A B Testing berechnest und verständlich zeigst, warum sich dein Programm lohnt.",[2504],{"type":1518,"attrs":2505},{"color":1520},[2507],{"_uid":2508,"icon":27,"link":2509,"text":2514,"intent":35,"component":36,"icon_position":37},"6dc784a6-10bb-4eaf-8611-f85710d7b9e1",{"id":422,"url":30,"target":1227,"linktype":31,"fieldtype":32,"cached_url":423,"story":2510},{"name":2511,"id":2512,"uuid":422,"slug":2513,"url":423,"full_slug":423,"_stopResolving":81},"ROI für A/B Testing sichtbar machen mit dem ROI Paket",114099765982210,"roi-ab-testing-business-case-paket","Jetzt das ROI Paket kostenlos erhalten","8",[],[],[2519],"Call-to-Action",101806310923808,"0fb5bbc6-c2bf-4f02-bdc7-3957fd20751f","2025-12-02T10:52:33.944Z",[],{"name":2525,"created_at":2526,"published_at":1496,"updated_at":2527,"id":2528,"uuid":2529,"content":2530,"slug":3341,"full_slug":3342,"sort_by_date":118,"position":1460,"tag_list":3347,"is_startpage":51,"parent_id":2520,"meta_data":118,"group_id":3354,"first_published_at":3355,"release_id":118,"lang":124,"path":118,"alternates":3356,"default_full_slug":118,"translated_slugs":118},"Wie du Experimentation in einer Server-Side-Rendered-Architektur umsetzen kannst – Teil 1","2025-10-15T16:28:16.628Z","2026-10-04T09:56:03.720Z",101810571830028,"a123e4c9-baa9-43e9-98b1-33c70166c0c0",{"seo":2531,"_uid":2533,"body":2534,"text":30,"image":3303,"footer":30,"header":30,"authors":3306,"category":3308,"headline":2525,"component":1019,"categories":3309,"bottom_head":3327,"breadcrumbs":3328,"seo_noindex":51,"sidebar_cta":3343,"reading_time":3344,"seo_nofollow":51,"seo_canonical":30,"bottom_buttons":3345,"additional_slot":3346,"sidebar_cta_enabled":81,"sidebar_toc_enabled":81},{"title":2525,"plugin":912,"og_image":30,"og_title":2525,"description":2532,"twitter_image":30,"twitter_title":2525,"og_description":30,"twitter_description":30},"Doch was bedeutet das für Experimentation im Kontext von A/B-Testing und Personalisierungskampagnen? Wer mit den bisher klassischen clientseitigen Ansätzen","885b81ec-8977-4a89-8ca6-2e9ff987d7a2",[2535,2885,2893,3013,3170,3211,3283],{"_uid":2536,"text":2537,"component":976},"a8de9aba-0b7b-4ffe-8bcc-0f30dff1266a",{"type":39,"content":2538},[2539,2543,2547,2551,2556,2560,2565,2580,2585,2648,2653,2659,2663,2686,2690,2694,2699,2703,2709,2742,2747,2786,2791,2842,2847,2857,2861,2866,2870],{"type":42,"content":2540},[2541],{"text":2542,"type":513},"Server-Side-Rendered-Architekturen (SSR) haben sich etabliert. Schneller wahrgenommene Ladezeiten durch schnelleren FCP (First Contentful Paint), bessere SEO-Performance und gleichzeitig eine stabile User Experience gehören mit zu den Hauptgründen, die für eine solche Architektur sprechen. So haben die meisten Single Page Applications (SPA) wie React.js, Vue.js oder Svelte ein SSR-Äquivalent auf dem Markt – oder zumindest eine Mischform aus statischer Generierung (SSG) und clientseitigen Updates (Hydration).",{"type":42,"content":2544},[2545],{"text":2546,"type":513},"Doch was bedeutet das für Experimentation im Kontext von A/B-Testing und Personalisierungskampagnen? Wer mit den bisher klassischen clientseitigen Ansätzen vertraut ist, fragt sich oft, wie solche Tests in einer SSR-Umgebung am besten umgesetzt werden können. Genau darum geht es in dieser zweiteiligen Strecke.",{"type":42,"content":2548},[2549],{"text":2550,"type":513},"In Teil 1 werfen wir den Blick auf die DOM-Manipulation und beleuchten, welche Implikationen sie in SSR-Setups hat. Dabei werden wir feststellen, dass der Begriff inzwischen ein deutlich breiteres Anwendungsgebiet hat und mehr als nur “client-side” als Attributs-Präfix verdient. In Teil 2 verlassen wir die DOM-Manipulation und bewegen uns in die Bereiche der Produktivumgebung, den nativen und unkomprimierten Code.",{"type":1170,"attrs":2552,"content":2553},{"level":1172},[2554],{"text":2555,"type":513},"Für wen ist diese Strecke gedacht?",{"type":42,"content":2557},[2558],{"text":2559,"type":513},"Für Techies oder technisch Affinere, die bereits erste Erfahrung mit SSR-Frameworks wie Next.js, Nuxt.js oder SvelteKit haben oder sich gerade in solche Umgebungen einarbeiten und überlegen, wie sie Experimentation in diesen Umgebungen realisieren können oder es bereits schon tun. Aber auch für jene, die gerade einen eigenen Ansatz für SSR verfolgen oder noch in älteren Architekturen unterwegs sind, lohnt es sich, weiterzulesen.",{"type":1170,"attrs":2561,"content":2562},{"level":1172},[2563],{"text":2564,"type":513},"Was du davon hast",{"type":1372,"attrs":2566,"content":2567},{"order":1374,"tight":51},[2568,2574],{"type":1273,"content":2569},[2570],{"type":42,"content":2571},[2572],{"text":2573,"type":513},"Du bekommst ein Gespür dafür, wie klassische DOM-Manipulation in SSR-Setups funktioniert und welche alternativen Vorgehensweisen es gibt.",{"type":1273,"content":2575},[2576],{"type":42,"content":2577},[2578],{"text":2579,"type":513},"Eine Übersicht und Entscheidungshilfe, wie du Testing in deiner SSR-Umgebung angehen kannst.",{"type":1170,"attrs":2581,"content":2582},{"level":1172},[2583],{"text":2584,"type":513},"Begriffsabgrenzung",{"type":1270,"attrs":2586,"content":2587},{"tight":51},[2588,2598,2608,2618,2628,2638],{"type":1273,"content":2589},[2590],{"type":42,"content":2591},[2592,2596],{"text":2593,"type":513,"marks":2594},"SSR (Server-Side Rendering)",[2595],{"type":956},{"text":2597,"type":513},": Deine Anwendung oder Webseite wird bereits auf dem Server gerendert und als fertiges HTML ausgeliefert. Das verbessert meist Performance und SEO.",{"type":1273,"content":2599},[2600],{"type":42,"content":2601},[2602,2606],{"text":2603,"type":513,"marks":2604},"SPA (Single-Page Application)",[2605],{"type":956},{"text":2607,"type":513},": Die gesamte App läuft größtenteils im Browser. Seitenwechsel finden “virtuell” statt, ohne die komplette Seite neu zu laden. Beispiele: React mit clientseitigem Routing, Vue mit Vue Router etc.",{"type":1273,"content":2609},[2610],{"type":42,"content":2611},[2612,2616],{"text":2613,"type":513,"marks":2614},"DOM (Document-Object-Model):",[2615],{"type":956},{"text":2617,"type":513}," Repräsentiert den semantischen Aufbau der Seite",{"type":1273,"content":2619},[2620],{"type":42,"content":2621},[2622,2626],{"text":2623,"type":513,"marks":2624},"CST (Client-Side Testing) – bisher:",[2625],{"type":956},{"text":2627,"type":513}," Oberbegriff für verschiedene Verfahren, bei denen Experimente bereits clientseitig via DOM-Manipulation umgesetzt werden.",{"type":1273,"content":2629},[2630],{"type":42,"content":2631},[2632,2636],{"text":2633,"type":513,"marks":2634},"SST (Server-Side Testing) – bisher:",[2635],{"type":956},{"text":2637,"type":513}," Oberbegriff für verschiedene Verfahren, bei denen Experimente bereits serverseitig vorbereitet oder sogar vollständig ausgespielt werden.",{"type":1273,"content":2639},[2640],{"type":42,"content":2641},[2642,2646],{"text":2643,"type":513,"marks":2644},"SSG (Static Site Generation):",[2645],{"type":956},{"text":2647,"type":513}," Serverseitiges Caching fester Seiten. HTML, CSS und Javascript werden für spezifische Seiten, welche meist nur sehr wenig Seitenlogik haben, einmal vorgerendert und immer wieder verwendet.",{"type":1170,"attrs":2649,"content":2650},{"level":1172},[2651],{"text":2652,"type":513},"Teil 1 – Die Generalisierung der DOM-Manipulation",{"type":42,"content":2654},[2655],{"text":2656,"type":513,"marks":2657},"Historischer Rückblick",[2658],{"type":956},{"type":42,"content":2660},[2661],{"text":2662,"type":513},"Ende der 2000er Jahre, als die heutige Thematik des A/B-Testing noch in den Kinderschuhen steckte, setzten viele Tools fast ausschließlich auf clientseitige DOM-Manipulation. Dabei genügte es, ein JavaScript-Snippet in den Header der Seite einzubinden. Sobald die Seite im Browser aufgebaut ist, wird vom Testing-Tool geprüft, ob Nutzer:innen zum Beispiel Variante A oder Variante B sehen sollen. Die entsprechenden Änderungen wurden dann direkt am DOM vorgenommen. Die damaligen Gegebenheiten:",{"type":1270,"attrs":2664,"content":2665},{"tight":51},[2666,2676],{"type":1273,"content":2667},[2668],{"type":42,"content":2669},[2670,2674],{"text":2671,"type":513,"marks":2672},"harte Seitenwechsel",[2673],{"type":956},{"text":2675,"type":513},": Bei Seitenwechseln sah man oft kurz einen weißen Bildschirm, bevor die neue Seite geladen wurde. Die Test-Varianten wurden (falls korrekt eingerichtet) direkt oder leicht verzögert angezeigt.",{"type":1273,"content":2677},[2678],{"type":42,"content":2679},[2680,2684],{"text":2681,"type":513,"marks":2682},"jQuery-Dominanz",[2683],{"type":956},{"text":2685,"type":513},": Lastiges jQuery vereinfachte komplexere Logik-Aufgaben. Ansonsten reichten einfache Event-Listener oder einfache Polling-Mechanismen, um auf Veränderungen der Seite innerhalb des DOMs zu reagieren.",{"type":42,"content":2687},[2688],{"text":2689,"type":513},"Mit dem Aufkommen von SPAs änderte sich jedoch einiges. Weil nicht mehr jede Seitenansicht einen echten Seitenwechsel darstellt, sondern der Content dynamisch “virtuell” gerendert wird, müssen entweder Testing-Tools komplexe Lifecycle-Events beobachten, um DOM-Änderungen zur richtigen Zeit einzuspielen und in den meisten Fällen im Variantencode zusätzliche Logiken zur Observierung des reaktiven Verhaltens einer Webseite mitgeliefert werden. Das machte die Umsetzung von A/B-Tests in SPAs komplexer und aufwendiger.",{"type":42,"content":2691},[2692],{"text":2693,"type":513},"Außerdem gewann das Thema SEO weiter an Bedeutung, sodass viele Unternehmen begannen, ihre JS-Applikationen serverseitig vorrendern zu lassen (SSR), um neben dem Performance-Boost bei Google & Co. besser gefunden zu werden. Somit schlussfolgerte sich auch der Bedarf, ausgespielte Experimente schon serverseitig auszuliefern und nicht erst verspätet beim Nutzer im Browser.",{"type":1170,"attrs":2695,"content":2696},{"level":1172},[2697],{"text":2698,"type":513},"Client-Side DOM-Testing (CSDT) + SSR",{"type":42,"content":2700},[2701],{"text":2702,"type":513},"JavaScript ist mächtig geworden, viel mächtiger als es anfangs geplant gewesen ist. Inzwischen kann es sich problemlos gegen die Funktionalität von JQuery und dessen zusätzliche Lasten behaupten. Und auch wenn jQuery immer noch in vielen Seiten steckt, so ist der Umgang mit JS der favorisierte Ansatz, um Tests zu bauen, den vermutlich die meisten bereits kennen und verwenden. Das Testing-Tool wird mitsamt globalem Skript in die Seite eingebunden. Nach dem Server-Side-Rendering der Originalseite findet die Varianten-Ausspielung mithilfe von CSS- und/oder JavaScript-Manipulationen ausschließlich im Browser des Besuchers statt.",{"type":1170,"attrs":2704,"content":2706},{"level":2705},4,[2707],{"text":2708,"type":513},"Ablauf",{"type":1372,"attrs":2710,"content":2711},{"order":1374,"tight":51},[2712,2722,2732],{"type":1273,"content":2713},[2714],{"type":42,"content":2715},[2716,2720],{"text":2717,"type":513,"marks":2718},"Auslieferung des SSR-HTML",[2719],{"type":956},{"text":2721,"type":513},": Der Server rendert die Grundseite (z.B. in Next.js).",{"type":1273,"content":2723},[2724],{"type":42,"content":2725},[2726,2730],{"text":2727,"type":513,"marks":2728},"Testing-Tool-Snippet",[2729],{"type":956},{"text":2731,"type":513},": Ein Tracking- oder Testing-Tool (z.B. Adobe Target, Optimizely, etc.) ist in den Header eingebunden.",{"type":1273,"content":2733},[2734],{"type":42,"content":2735},[2736,2740],{"text":2737,"type":513,"marks":2738},"Virtueller Seitenwechsel",[2739],{"type":956},{"text":2741,"type":513},": Bei SPAs wird kein vollständiger Reload mehr durchgeführt, sondern nur Teile des DOMs neu gerendert. Das Testing-Tool muss sich daher entweder auf Lifecycle-Events und SPA-Router verlassen, um zur richtigen Zeit die Änderungen durch den Varianten-spezifischen Code auszuführen oder seine eigene Observierungslogik implementieren.",{"type":1170,"attrs":2743,"content":2744},{"level":2705},[2745],{"text":2746,"type":513},"Vorteile (Pro)",{"type":1270,"attrs":2748,"content":2749},{"tight":51},[2750,2760,2776],{"type":1273,"content":2751},[2752],{"type":42,"content":2753},[2754,2758],{"text":2755,"type":513,"marks":2756},"Geringer initialer Mehraufwand",[2757],{"type":956},{"text":2759,"type":513},": Gerade kleine oder CSS-basierte Tests lassen sich schnell umsetzen.",{"type":1273,"content":2761},[2762],{"type":42,"content":2763},[2764,2768,2770,2774],{"text":2765,"type":513,"marks":2766},"Autonomie",[2767],{"type":956},{"text":2769,"type":513},": Das Experimentation-Team braucht kein umfangreiches Server-Know-how und kann sich ",{"text":2771,"type":513,"marks":2772},"bei Bedarf",[2773],{"type":956},{"text":2775,"type":513}," von den Deployment-Zyklen loslösen.",{"type":1273,"content":2777},[2778],{"type":42,"content":2779},[2780,2784],{"text":2781,"type":513,"marks":2782},"Unterstützung durch viele Tools",[2783],{"type":956},{"text":2785,"type":513},": Nahezu alle seriösen Testing-Tools sind auf diesen klassischen Ansatz der DOM-Manipulation ausgelegt.",{"type":1170,"attrs":2787,"content":2788},{"level":2705},[2789],{"text":2790,"type":513},"Nachteile (Contra)",{"type":1270,"attrs":2792,"content":2793},{"tight":51},[2794,2812,2822,2832],{"type":1273,"content":2795},[2796],{"type":42,"content":2797},[2798,2802,2804,2810],{"text":2799,"type":513,"marks":2800},"Keine direkte SEO-Optimierung bei 100% Ausspielungen",[2801],{"type":956},{"text":2803,"type":513},": Änderungen werden erst nachträglich im Browser sichtbar, Nicht alle Suchmaschinen verstehen JavaScript und wenn sie es tun, oft nicht vollständig. Selbst dann ist weiterhin der Nachteil gegeben, dass die korrekte Indexierung nur verzögert stattfindet, da JS-spezifische Änderung erstmal in der Render-Queue von Google landen. Bei 100%-Ausspielung oder Personalisierungskampagnen sollte man dies berücksichtigen. (",{"text":2805,"type":513,"marks":2806},"Wie SEO Crawling bei Google funktioniert",[2807],{"type":942,"attrs":2808},{"href":2809,"uuid":118,"anchor":118,"target":118,"linktype":136},"https://developers.google.com/search/docs/crawling-indexing/javascript/javascript-seo-basics?hl=de",{"text":2811,"type":513},")",{"type":1273,"content":2813},[2814],{"type":42,"content":2815},[2816,2820],{"text":2817,"type":513,"marks":2818},"Potentielle Performance-Einbußen",[2819],{"type":956},{"text":2821,"type":513},": Da kontinuierlich das DOM beobachtet werden muss, kann bei zu geringem Erfahrungsgrad mit dessen Umgang die Performance leiden. Besonders bei langsameren Geräten.",{"type":1273,"content":2823},[2824],{"type":42,"content":2825},[2826,2830],{"text":2827,"type":513,"marks":2828},"Zunehmende Komplexität bei User-Journey-Tests",[2829],{"type":956},{"text":2831,"type":513},": Wenn sich Tests über mehrere Schritte erstrecken, werden Code und Konfiguration oft schnell unübersichtlich.",{"type":1273,"content":2833},[2834],{"type":42,"content":2835},[2836,2840],{"text":2837,"type":513,"marks":2838},"Moderate Beschränkung im logischen Handlungsfeld:",[2839],{"type":956},{"text":2841,"type":513}," Besonders bei SPAs sind Events wie Add2Cart, Gutscheine einlösen oder übergreifende Logiken tief mit der inneren Architektur verwebt und in einem nicht mehr lesbaren Code-Salat versteckt. Im Rahmen der DOM-Manipulation bleiben einem, mit ein paar Ausnahmen, allerdings sonst nicht mehr Möglichkeiten als einem Nutzer sonst auch zur Verfügung stehen. Funktionen müssen bereits vorhanden sein und dürfen sich nicht ausschließlich im Bereich des aktuellen Chunks befinden.",{"type":1170,"attrs":2843,"content":2844},{"level":1172},[2845],{"text":2846,"type":513},"Serverseitige Manipulation (Server-Side Hydrated Testing, SSHT) + SSR",{"type":42,"content":2848},[2849,2851,2855],{"text":2850,"type":513},"Eine wichtige Erkenntnis: ",{"text":2852,"type":513,"marks":2853},"“DOM-Manipulation” ist nicht zwangsläufig eine clientseitige Aufgabe.",[2854],{"type":956},{"text":2856,"type":513}," In SSR-Umgebungen kann man bereits auf dem Server Veränderungen in das pregerenderte HTML einfügen, bevor es an den Nutzer ausgeliefert wird. Die Idee dahinter:",{"type":42,"content":2858},[2859],{"text":2860,"type":513},"“Tue (fast) alles schon vorher, damit der Nutzer (und auch Google) die Seite rechtzeitig in der gewünschten Variante erhält, ohne nachträglichen clientseitigen Aufwand.”",{"type":1170,"attrs":2862,"content":2863},{"level":2705},[2864],{"text":2865,"type":513},"Ablauf mit 2 Beispiel-Szenarien",{"type":42,"content":2867},[2868],{"text":2869,"type":513},"Du verwendest ein Framework wie z.B. Next.js, SvelteKit oder Nuxt.js.",{"type":1372,"attrs":2871,"content":2872},{"order":1374,"tight":51},[2873,2879],{"type":1273,"content":2874},[2875],{"type":42,"content":2876},[2877],{"text":2878,"type":513},"Die direkte Manipulation: Anstatt im Browser DOM-Elemente zu ändern, manipulierst du das gerenderte HTML direkt im Server-Kontext (z.B. mit Cheerio in Node.js).",{"type":1273,"content":2880},[2881],{"type":42,"content":2882},[2883],{"text":2884,"type":513},"Die unmittelbare Manipulation: Diverse Toolanbieter ermöglichen die Auslieferung fertiger HTML-Templates. Teilweise erstellbar über die direkte Benutzeroberfläche, die du nicht nur clientseitig, sondern auch serverseitig bereits in dein Dokument einfügen kannst.",{"_uid":2886,"image":2887,"caption":2891,"component":2015},"0a8e00de-2127-4725-9008-632ff81b9a19",{"alt":2888,"src":2889,"name":30,"focus":30,"title":118,"source":30,"filename":2889,"copyright":30,"fieldtype":49,"meta_data":2890,"is_external_url":81},"SSHT Schaubild","https://storage.googleapis.com/kk-website-assets/7VZv7OrM_serverseitiges-testing.1.png",{"alt":2888,"title":118,"source":30,"copyright":30},{"type":39,"content":2892},[],{"_uid":2894,"text":2895,"component":976},"0b2cda6b-eb20-4641-8cfb-f8da62cad20d",{"type":39,"content":2896},[2897,2901,2935,2939,2974,2979,3003,3008],{"type":1170,"attrs":2898,"content":2899},{"level":2705,"textAlign":118},[2900],{"text":2746,"type":513},{"type":1270,"content":2902},[2903,2914,2925],{"type":1273,"content":2904},[2905],{"type":42,"attrs":2906,"content":2907},{"textAlign":118},[2908,2912],{"text":2909,"type":513,"marks":2910},"Performance-Boost",[2911],{"type":956},{"text":2913,"type":513},": Du überbrückst die clientseitige Evaluierung der Variante und lieferst die Ergebnisse direkt mit aus.",{"type":1273,"content":2915},[2916],{"type":42,"attrs":2917,"content":2918},{"textAlign":118},[2919,2923],{"text":2920,"type":513,"marks":2921},"Unabhängig vom SPA-Lifecycle",[2922],{"type":956},{"text":2924,"type":513},": Du musst dich nicht mehr so stark um clientseitige Lifecycle-Events kümmern, da die Testausspielung nun durch serverseitige Logik übernommen werden kann.",{"type":1273,"content":2926},[2927],{"type":42,"attrs":2928,"content":2929},{"textAlign":118},[2930,2933],{"text":2765,"type":513,"marks":2931},[2932],{"type":956},{"text":2934,"type":513},": Je nach Setup kann das Experimentation-Team weitgehend autark agieren, ohne bei jedem Test die gesamte DevOps-Kette anstoßen zu müssen.",{"type":1170,"attrs":2936,"content":2937},{"level":2705,"textAlign":118},[2938],{"text":2790,"type":513},{"type":1270,"content":2940},[2941,2952,2963],{"type":1273,"content":2942},[2943],{"type":42,"attrs":2944,"content":2945},{"textAlign":118},[2946,2950],{"text":2947,"type":513,"marks":2948},"Komplexe Integration",[2949],{"type":956},{"text":2951,"type":513},": Für eine saubere Implementierung braucht es für eine Architektur oft maßgeschneiderte Lösungen (z.B. Cheerio oder andere Libraries). Dieser Stitching-Prozess kann besonders aufwändig sein. Besonders bei der direkten Manipulation",{"type":1273,"content":2953},[2954],{"type":42,"attrs":2955,"content":2956},{"textAlign":118},[2957,2961],{"text":2958,"type":513,"marks":2959},"Third-Party-Abhängigkeit",[2960],{"type":956},{"text":2962,"type":513},": Manche Tools oder Features erfordern AJAX-Calls, um ihre Daten zu laden. Diese müssen serverseitig verfügbar sein. Das kann Latenzen mit sich bringen und erfordert daher eine entsprechende Behandlung (z.B. Batch Jobs zur Ausfallsicherheit).",{"type":1273,"content":2964},[2965],{"type":42,"attrs":2966,"content":2967},{"textAlign":118},[2968,2972],{"text":2969,"type":513,"marks":2970},"Beschränkungen im logischen Handlungsfeld:",[2971],{"type":956},{"text":2973,"type":513}," Besonders bei SPA’s sind Events wie Add2Cart, Gutscheine einlösen oder übergreifende Logiken tief mit der inneren Architektur verwebt und in einem nicht mehr lesbaren Code-Salat versteckt. Im Rahmen der DOM-Manipulation bleiben einem, mit ein paar Ausnahmen,  meist nicht mehr Möglichkeiten, als einem regulären Nutzer sonst auch zur Verfügung stehen. Funktionen müssen bereits vorhanden sein und dürfen sich nicht ausschließlich im Bereich des aktuellen Chunks befinden. Gerade bei neueren Seitentypen kann beispielsweise nicht immer ein Add2Cart Schnelleinstieg implementiert werden, wenn dieser vorher auch nicht schon dagewesen ist.",{"type":1170,"attrs":2975,"content":2976},{"level":1172,"textAlign":118},[2977],{"text":2978,"type":513},"Zusammenfassung",{"type":1270,"content":2980},[2981,2992],{"type":1273,"content":2982},[2983],{"type":42,"attrs":2984,"content":2985},{"textAlign":118},[2986,2990],{"text":2987,"type":513,"marks":2988},"Klassische (clientseitige) DOM-Manipulation",[2989],{"type":956},{"text":2991,"type":513}," bleibt eine valide Möglichkeit, um kleinere Tests schnell und ohne großen Integrationsaufwand umzusetzen. Vor allem bei “mal eben was ausprobieren” oder wenn das umsetzende Experimentation-Team keine tiefe SSR-Kompetenz hat, ist dies weiterhin attraktiv.",{"type":1273,"content":2993},[2994],{"type":42,"attrs":2995,"content":2996},{"textAlign":118},[2997,3001],{"text":2998,"type":513,"marks":2999},"Server-Side-Hydrated-Testing (SSHT)",[3000],{"type":956},{"text":3002,"type":513}," ermöglicht, viele Änderungen schon vor Auslieferung an den Client einzuspielen. Das kommt der SEO und Performance zugute, erhöht allerdings oft die Komplexität der Implementierung und erfordert SSR-spezifisches Know-how.",{"type":42,"attrs":3004,"content":3005},{"textAlign":118},[3006],{"text":3007,"type":513},"Wir vergleichen diese weiteren Ansätze anhand von Pro/Contra, Use Cases und Integrationstipps, sodass du einen ganzheitlichen Überblick bekommst, wie du Testing einer SSR- oder Hybrid-Architektur optimal angehen kannst.",{"type":1170,"attrs":3009,"content":3010},{"level":1172,"textAlign":118},[3011],{"text":3012,"type":513},"Pro/Contra im 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Er birgt aber Limitierungen in puncto Performance und Aufwand, vor allem, wenn reaktive Architekturen wie  SPAs im Einsatz sind und umfangreiche Aufgaben entlang der User-Journey durchgeführt werden sollen.",{"type":42,"attrs":3191,"content":3192},{"textAlign":118},[3193,3195,3199],{"text":3194,"type":513},"Mit ",{"text":3196,"type":513,"marks":3197},"Server-Side Hydrated Testing",[3198],{"type":956},{"text":3200,"type":513}," (SSHT) kann man viele dieser Probleme umgehen, zahlt dafür jedoch mit einem höheren Komplexitätsgrad bei der Implementierung. Jedes Team muss also abwägen, ob es ein schnelles “Hack & Play” (Client-Side) oder eine tiefere Integration (Server-Side) anstrebt.",{"type":1170,"attrs":3202,"content":3203},{"level":1172,"textAlign":118},[3204],{"text":3205,"type":513},"Blick auf heute",{"type":42,"attrs":3207,"content":3208},{"textAlign":118},[3209],{"text":3210,"type":513},"Der Begriff des Client-Side-Testings ist zu einem Missverständnis geworden. Es gibt ihn noch. So ist aber die DOM-Manipulation nicht mehr dessen einvernehmlicher Inhaber, sondern nur noch Teilhaber, wie wir später herausfinden. Auf der anderen Seite kann die Manipulation des DOM’s genauso unter den Begriff des Server-Side Testings fallen, wenn sie backend-seitig ihre Anwendung findet. CST und SST sind in ihrem alten Kontext nicht mehr zeitgemäß und  daher eher neu zu betrachten. Durch ihre Anwendungen in nun neuen Architekturen vergrößerte sich auch deren Aufgabengebiet. Der Begriff entfremdete sich und wurde umgangssprachlich verwischt. Ihre Begriffe dienen nun oft nur noch als grobe Schablone, unter der sich nun auch diverse andere Möglichkeiten unterordnen. 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