Multiple AutoMapper.Configure() in Global.asax

I am using AutoMapper to map between DTO objects and my business objects. I've two AutoMapperConfiguration.cs files - one in my service layer and another one in my web api layer.

As shown in the answer at the following link Where to place AutoMapper.CreateMaps?

I am calling the Configure() of both these files in my Global.asax class

AutoMapperWebConfiguration.Configure();
AutoMapperServiceConfiguration.Configure();

but it seems like the my Service Configure call (the second call) is overwriting the mappings of the web api layer (the first call) and I get an exception saying the Mapping is missing.

If I reverse the Configure calls to look like this

AutoMapperServiceConfiguration.Configure();
AutoMapperWebConfiguration.Configure();

I don't get the exception for web api mapping but I get the same mapping exception for the Service layer.

Am I doing something wrong because this is clearly marked as an answer in the above stack overflow link?

Here's my code:

public static class AutoMapperServiceConfiguration
{
    public static void Configure()
    {
        Mapper.Initialize(x =>
        {
            x.AddProfile<CmciFlowTestToGenericFlowTestSimpleMappingProfile>();
            x.AddProfile<FsrsFlowTestToGenericFlowTestSimpleMappingProfile>();
        });
    }
}

public class FsrsFlowTestToGenericFlowTestSimpleMappingProfile : Profile
{
    protected override void Configure()
    {
        Mapper.CreateMap<FsrsFlowTest, GenericFlowTest>()
            .ConvertUsing<FsrsFlowTestToGenericFlowTestSimpleConverter>();
    }
}

public class FsrsFlowTestToGenericFlowTestSimpleConverter : TypeConverter<FsrsFlowTest, GenericFlowTest>
{
    protected override GenericFlowTest ConvertCore(FsrsFlowTest source)
    {
        if (source == null)
        {
            return null;
        }

        return new GenericFlowTest
            {
                FlowTestDate = source.FlowTestDates,
                StaticPsi = source.HydrantStaticPsi.ToString(),
                ResidualPsi = source.HydrantResidualPsi.ToString(),
                TotalFlow = source.NffGallonsPerMinute.ToString(),
                FlowTestLocation = source.FsrsFlowTestLocations.Any()
                          ? source.FsrsFlowTestLocations.First().LocationDescription
                          : null
            };
    }

public class CmciFlowTestToGenericFlowTestSimpleMappingProfile : Profile
{
    protected override void Configure()
    {
        Mapper.CreateMap<CmciFlowTest, GenericFlowTest>()
            .ConvertUsing<CmciFlowTestToGenericFlowTestSimpleConverter>();
    }
}

public class CmciFlowTestToGenericFlowTestSimpleConverter : TypeConverter<CmciFlowTest, GenericFlowTest>
{
    protected override GenericFlowTest ConvertCore(CmciFlowTest source)
    {
        if (source == null)
        {
            return null;
        }

        return new GenericFlowTest
            {
                FlowTestDate = source.FlowTestDates,
                StaticPsi = source.HydrantStaticPsi.ToString(),
                ResidualPsi = source.HydrantResidualPsi.ToString(),
                TotalFlow = source.CalculatedHydrantGallonsPerMinute.ToString(),
                FlowTestLocation = source.StaticLocationHydrantFlowPSI
            };
    }
}    

public static class AutoMapperWebConfiguration
{
    public static void Configure()
    {
        Mapper.Initialize(x =>
            {
                x.AddProfile<ServiceToWebApiMappingProfile>();
                x.AddProfile<WebApiToServiceMappingProfile>();
            });
    }
}

public class ServiceToWebApiMappingProfile : Profile
{
    protected override void Configure()
    {
        Mapper.CreateMap<ServiceFlowTest, FlowTest>();
    }
}

public class WebApiToServiceMappingProfile : Profile
{
    protected override void Configure()
    {
        Mapper.CreateMap<PropertyAddress, ServicePropertyAddress>();
    }
}

To get around this issue, I am adding the service profiles in the AutoMapperWebConfiguration class and only calling AutoMapperWebConfiguration.Configure() in global.asax.