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Data engineers and data architects are in high demand. Here are the certifications that will give your career an edge.

United statesInfosphere biginsightsCertification programAmazon web servicesData science council of americaAcademy for data scienceWeb servicesCertified data analyticsCertified associateCertified professionalScience councilAssociate big dataSenior big dataData architectData engineerBig data