diff --git a/Dockerfile.consumer b/Dockerfile.consumer
index 28f9033..c71a537 100644
--- a/Dockerfile.consumer
+++ b/Dockerfile.consumer
@@ -3,7 +3,7 @@ FROM senzing/senzingsdk-runtime:4.0.0
 USER root
 
 RUN apt-get update \
- && apt-get -y install --no-install-recommends curl python3 python3-pip python3-boto3 \
+ && apt-get -y install --no-install-recommends python3 python3-pip python3-boto3 \
  && apt-get -y autoremove \
  && apt-get -y clean
 
diff --git a/Dockerfile.exporter b/Dockerfile.exporter
index 580fa71..8e2de83 100644
--- a/Dockerfile.exporter
+++ b/Dockerfile.exporter
@@ -3,7 +3,7 @@ FROM senzing/senzingsdk-runtime:4.0.0
 USER root
 
 RUN apt-get update \
- && apt-get -y install --no-install-recommends curl python3 python3-pip python3-boto3 \
+ && apt-get -y install --no-install-recommends python3 python3-pip python3-boto3 \
  && apt-get -y autoremove \
  && apt-get -y clean
 
diff --git a/Dockerfile.tools b/Dockerfile.tools
index 0456250..73b29d2 100644
--- a/Dockerfile.tools
+++ b/Dockerfile.tools
@@ -9,7 +9,7 @@ RUN echo "deb http://apt.postgresql.org/pub/repos/apt bookworm-pgdg main" > /etc
 # Update packages and install additional dependencies.
 RUN apt-get update && \
     apt-get upgrade -y && \
-    apt-get install --no-install-recommends -y awscli pipx postgresql-client senzingsdk-poc && \
+    apt-get install --no-install-recommends -y awscli pipx postgresql-client senzingsdk-poc python3 python3-pip python3-boto3 && \
     apt-get autoremove \
     && apt-get clean
 
@@ -30,9 +30,15 @@ USER senzing
 ENV PATH="$PATH:/home/senzing/.local/bin"
 RUN pipx install awscli-local
 
+ENV PYTHONPATH=$PYTHONPATH:/home/senzing/dev:/usr/lib/python3/dist-packages
+
 # Define volumes necessary to support a read-only root filesystem on ECS
 # Fargate.
 VOLUME ["/home/senzing", "/var/lib/amazon", "/var/log"]
 
 WORKDIR /home/senzing
+
+RUN mkdir -p dev
+COPY dev-scripts/* dev
+
 ENTRYPOINT ["/entrypoint.sh"]
diff --git a/README.md b/README.md
index bcdffeb..91ac412 100644
--- a/README.md
+++ b/README.md
@@ -51,39 +51,13 @@ and run the consumer service on our local machine. This setup includes:
    docker compose up -d
    ```
 
-### Consumer
-
-Spinning up a consumer service (intended to be a continually-running process; in
-a production scenarion, multiple instances could be running simultaneously as
-needed):
-
-   ```bash
-   docker compose run --env AWS_PROFILE=some-profile-name --env \
-   Q_URL="http://sqs.us-east-1.localhost.localstack.cloud:4566/000000000000/sqs-senzing-local-ingest" \
-   consumer
-   ```
-
-### Exporter
-
-Spinning up the exporter middleware (this is intended to be an ephemeral
-container):
-
-  ```bash
-  docker compose run --env AWS_PROFILE=localstack --env S3_BUCKET_NAME=sqs-senzing-local-export exporter
-  ```
-
-You can view information about files in the Localstack S3 bucket by visiting
-this URL:
-
-  http://localhost:4566/sqs-senzing-local-export
+### Using the services (tools container)
 
-### Using the services (Tools container)
+Access the `tools` container to interact with the services:
 
-1. Access the `tools` container to interact with the services:
-
-   ```bash
-   docker compose run tools /bin/bash
-  ```
+    ```bash
+    docker compose run tools /bin/bash
+    ```
 
 The `tools` container should be configured with the necessary environment
 variables to interact with the SQS and S3 services in LocalStack, as well as the
@@ -116,6 +90,120 @@ sz_command -C add_record \
   PEOPLE 1 '{"NAME_FULL":"Robert Smith", "DATE_OF_BIRTH":"7/4/1976", "PHONE_NUMBER":"555-555-2088"}'
 ```
 
+#### Loading sample data
+
+From inside the tools container:
+
+1. Download the sample data sets; see:
+https://senzing.com/docs/quickstart/quickstart_docker/#download-the-files
+2. Register the data source names using `sz_configtool`; see:
+https://senzing.com/docs/quickstart/quickstart_docker/#add-the-data-source
+3. Actually load each of the data files into the Senzing database, i.e.:
+
+        sz_file_loader -f customers.jsonl
+        sz_file_loader -f reference.jsonl
+        sz_file_loader -f watchlist.jsonl
+
+#### Additional utilities
+
+##### Senzing and the database
+
+Load a single record as a simple test:
+
+    docker compose run tools python dev/add_1_record.py
+
+Purge the database:
+
+    docker compose run tools python dev/db_purge.py
+
+##### S3
+
+You might need to configure an AWS profile before using these S3-related 
+utilities. See further down below for how to do that.
+
+Copy a file out of the LocalStack S3 bucket into `~/tmp` on your machine (be 
+sure this folder already exists -- on macOS, that would be 
+`/Users/yourusername/tmp`):
+
+> [!NOTE]
+> You will need to manually create `/Users/yourusername/tmp` if it
+> doesn't already exist.
+
+    # Here, `hemingway.txt` is the file you wish to retrieve from S3.
+    docker compose run tools python3 dev/s3_get.py hemingway.txt      
+
+Purge the LocalStack S3 bucket:
+
+    docker compose run tools python3 dev/s3_purge.py
+
+## Middleware
+
+There are three middleware applications:
+
+- consumer (continually-running service)
+- redoer (continually-running service)
+- exporter (ephemeral container)
+
+### Configuring an AWS profile for LocalStack
+
+To use the middleware (consumer, etc.) with LocalStack, an AWS profile specific
+to LocalStack will be needed.
+
+Your `~/.aws/config` file should have something like:
+
+    [profile localstack]
+    region = us-east-1
+    output = json
+    ignore_configure_endpoint_urls = true
+    endpoint_url = http://localhost:4566
+
+Your `~/.aws/credentials` file should have:
+
+    [localstack]
+    aws_access_key_id=test
+    aws_secret_access_key=test
+
+Generally speaking, the `endpoint_url` argument will be needed when
+instantiating client objects for use with particular LocalStack services, e.g.:
+
+    sess = boto3.Session()
+    if 'AWS_ENDPOINT_URL' in os.environ:
+        return sess.client('s3', endpoint_url=os.environ['AWS_ENDPOINT_URL'])
+    else:
+        return sess.client('s3')
+
+### Consumer
+
+Spinning up the consumer middleware (intended to be a continually-running 
+process; in a production scenario, multiple instances could be running 
+simultaneously as needed):
+
+   ```bash
+   docker compose run --env AWS_PROFILE=localstack --env \
+   Q_URL="http://sqs.us-east-1.localhost.localstack.cloud:4566/000000000000/sqs-senzing-local-ingest" \
+   --env LOG_LEVEL=INFO consumer
+   ```
+
+`LOG_LEVEL` is optional; defaults to `INFO`.
+
+### Exporter
+
+Spinning up the exporter middleware (this is intended to be an ephemeral
+container):
+
+  ```bash
+  docker compose run --env AWS_PROFILE=localstack --env S3_BUCKET_NAME=sqs-senzing-local-export \
+  --env LOG_LEVEL=INFO exporter
+  ```
+
+`LOG_LEVEL` is optional; defaults to `INFO`.
+
+You can view information about files in the LocalStack S3 bucket by visiting
+this URL:
+
+  http://localhost:4566/sqs-senzing-local-export
+
+
 [awslocal]: https://docs.localstack.cloud/aws/integrations/aws-native-tools/aws-cli/#localstack-aws-cli-awslocal
 [localstack]: https://www.localstack.cloud/
 [senzing]: https://senzing.com
diff --git a/middleware/sz_test.py b/dev-scripts/add_1_record.py
similarity index 100%
rename from middleware/sz_test.py
rename to dev-scripts/add_1_record.py
diff --git a/middleware/sz_purge.py b/dev-scripts/db_purge.py
similarity index 82%
rename from middleware/sz_purge.py
rename to dev-scripts/db_purge.py
index eb51646..13f2211 100644
--- a/middleware/sz_purge.py
+++ b/dev-scripts/db_purge.py
@@ -16,9 +16,9 @@
 sz_factory = sz_core.SzAbstractFactoryCore("sz_factory_1", senzing_engine_configuration_json)
 sz_diagnostic = sz_factory.create_diagnostic()
 
-print('Are you sure you want to purge the repository? If so, type YES:')
+print('Are you sure you want to purge the database? If so, type YES:')
 ans = input('>')
 if ans == 'YES':
     sz_diagnostic.purge_repository()
 else:
-    print('Everything left as-is.')
+    print('Nothing was done. Everything was left as-is.')
diff --git a/dev-scripts/s3_get.py b/dev-scripts/s3_get.py
new file mode 100644
index 0000000..492b885
--- /dev/null
+++ b/dev-scripts/s3_get.py
@@ -0,0 +1,24 @@
+import os
+import sys
+import boto3
+
+def make_s3_client():
+    try:
+        sess = boto3.Session()
+        return sess.client('s3', endpoint_url=os.environ['AWS_ENDPOINT_URL'])
+    except Exception as e:
+        print(e)
+        sys.exit(1)
+
+def get_file_from_s3(key):
+    '''Get file from S3 and write to /tmp (use docker-compose to map this
+    to desired directory on host machine).'''
+    s3 = make_s3_client()
+    print('Grabbing file...') 
+    resp = s3.download_file(os.environ['S3_BUCKET_NAME'], key, '/tmp/'+key)
+    print ('Got file, put in tmp')
+
+print("Starting util_s3_retrieve ...")
+fname = sys.argv[1]
+get_file_from_s3(fname)
+print("Done")
diff --git a/dev-scripts/s3_purge.py b/dev-scripts/s3_purge.py
new file mode 100644
index 0000000..45bcab8
--- /dev/null
+++ b/dev-scripts/s3_purge.py
@@ -0,0 +1,16 @@
+import os
+import boto3
+
+def purge_s3():
+    s3 = boto3.resource('s3', endpoint_url=os.environ['AWS_ENDPOINT_URL'])
+    buck = s3.Bucket(os.environ['S3_BUCKET_NAME'])
+    print('Purging...') 
+    buck.objects.all().delete()
+
+print('Are you sure you want to purge the S3 bucket (' + os.environ['S3_BUCKET_NAME'] + ')? If so, type YES:')
+ans = input('>')
+if ans == 'YES':
+    purge_s3()
+    print('Done.')
+else:
+    print('Nothing was done. Everything was left as-is.')
diff --git a/docker-compose.yaml b/docker-compose.yaml
index f923001..5b229d6 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -75,6 +75,13 @@ services:
             "CONNECTION": "postgresql://${POSTGRES_USERNAME:-senzing}:${POSTGRES_PASSWORD:-senzing}@db:5432:${POSTGRES_DB:-G2}/?sslmode=disable"
           }
         }
+      AWS_PROFILE: localstack
+      S3_BUCKET_NAME: sqs-senzing-local-export
+      PYTHONPATH: ${PYTHONPATH}:/opt/senzing/er/sdk/python:/home/senzing/dev:/usr/lib/python3/dist-packages
+      PYTHONUNBUFFERED: 1 # Flush buffer - helps with print statements.
+    volumes:
+      - ~/tmp:/tmp
+      - ~/.aws:/home/senzing/.aws
 
   consumer:
     build:
diff --git a/middleware/consumer.py b/middleware/consumer.py
index 488fd74..07b1caa 100644
--- a/middleware/consumer.py
+++ b/middleware/consumer.py
@@ -51,9 +51,10 @@ def init():
     '''Returns sqs client object'''
     try:
         sess = _make_boto_session()
-        sqs = sess.client('sqs')
-        log.info(AWS_TAG + 'SQS client object instantiated.')
-        return sqs
+        if 'AWS_ENDPOINT_URL' in os.environ:
+            return sess.client('sqs', endpoint_url=os.environ['AWS_ENDPOINT_URL'])
+        else:
+            return sess.client('sqs')
     except Exception as e:
         log.error(AWS_TAG + str(e))
         sys.exit(1)
@@ -66,9 +67,8 @@ def get_msgs(sqs, q_url):
     - Body -- here, should be the JSONL record as a string
     '''
     while 1:
-        print('waiting for msg')
         try:
-            log.info(AWS_TAG + 'Polling SQS for the next message')
+            log.debug(AWS_TAG + 'Polling SQS for the next message')
             resp = sqs.receive_message(QueueUrl=q_url, MaxNumberOfMessages=1,
                                        WaitTimeSeconds=POLL_SECONDS)
             if 'Messages' in resp and len(resp['Messages']) == 1:
@@ -155,7 +155,7 @@ def go():
             # Get next message.
             msg = next(msgs)
             receipt_handle, body = msg['ReceiptHandle'], msg['Body']
-            log.info('SQS message retrieved, having ReceiptHandle: '
+            log.debug('SQS message retrieved, having ReceiptHandle: '
                      + receipt_handle)
             rcd = json.loads(body)
 
diff --git a/middleware/exporter.py b/middleware/exporter.py
index 6b29fc4..98459cc 100644
--- a/middleware/exporter.py
+++ b/middleware/exporter.py
@@ -128,23 +128,3 @@ def main():
 
 if __name__ == '__main__': main()
 
-#-------------------------------------------------------------------------------
-# ad-hoc test funcs - might move later
-
-def _upload_test_file_to_s3():
-    print("Starting test upload to S3 ...")
-    s3 = make_s3_client()
-    print(s3)
-    fname = 'hemingway.txt'
-    resp = s3.upload_file(fname, S3_BUCKET_NAME, fname)
-    print(resp) 
-    print('Upload successful.')
-
-def _get_file_from_s3(key):
-    '''Get file from S3 and write to /tmp (use docker-compose to map this
-    to desired directory on host machine).'''
-    print('Grabbing file...') 
-    s3 = make_s3_client()
-    resp = s3.download_file(S3_BUCKET_NAME, key, '/tmp/'+key)
-    print(resp)
-    print('Done.')
diff --git a/middleware/loglib.py b/middleware/loglib.py
index c7381aa..f582866 100644
--- a/middleware/loglib.py
+++ b/middleware/loglib.py
@@ -1,4 +1,5 @@
 import logging
+import os
 import sys
 
 AWS_TAG =   '[AWS] '
@@ -7,13 +8,15 @@
 
 _instantiated_loggers = {}
 
+LOG_LEVEL = os.environ.get('LOG_LEVEL', 'INFO')
+
 def retrieve_logger(tag='default'):
     global _instantiated_loggers
     if tag in _instantiated_loggers:
         return _instantiated_loggers[tag]
     else:
         x = logging.getLogger(tag)
-        x.setLevel(logging.INFO)
+        x.setLevel(LOG_LEVEL)
         handler = logging.StreamHandler()
         fmt = logging.Formatter(
             '[%(asctime)s] [%(levelname)s] ' \
diff --git a/middleware/sample-data/customers.jsonl b/middleware/sample-data/customers.jsonl
deleted file mode 100644
index a8a583e..0000000
--- a/middleware/sample-data/customers.jsonl
+++ /dev/null
@@ -1,120 +0,0 @@
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1001", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Smith", "PRIMARY_NAME_FIRST": "Robert", "DATE_OF_BIRTH": "12/11/1978", "ADDR_TYPE": "MAILING", "ADDR_LINE1": "123 Main Street, Las Vegas NV 89132", "PHONE_TYPE": "HOME", "PHONE_NUMBER": "702-919-1300", "EMAIL_ADDRESS": "bsmith@work.com", "DATE": "1/2/18", "STATUS": "Active", "AMOUNT": "100"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1002", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Smith", "PRIMARY_NAME_FIRST": "Bob", "DATE_OF_BIRTH": "11/12/1978", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1515 Adela Lane", "ADDR_CITY": "Las Vegas", "ADDR_STATE": "NV", "ADDR_POSTAL_CODE": "89111", "PHONE_TYPE": "MOBILE", "PHONE_NUMBER": "702-919-1300", "DATE": "3/10/17", "STATUS": "Inactive", "AMOUNT": "200"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1003", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Smith", "PRIMARY_NAME_FIRST": "Bob", "PRIMARY_NAME_MIDDLE": "J", "DATE_OF_BIRTH": "12/11/1978", "EMAIL_ADDRESS": "bsmith@work.com", "DATE": "4/9/16", "STATUS": "Inactive", "AMOUNT": "300"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1004", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Smith", "PRIMARY_NAME_FIRST": "B", "DATE_OF_BIRTH": "11/12/1979", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1515 Adela Ln", "ADDR_CITY": "Las Vegas", "ADDR_STATE": "NV", "ADDR_POSTAL_CODE": "89132", "EMAIL_ADDRESS": "bsmith@work.com", "DATE": "1/5/15", "STATUS": "Inactive", "AMOUNT": "400"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1005", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Smith", "PRIMARY_NAME_FIRST": "Robbie", "DRIVERS_LICENSE_NUMBER": "112233", "DRIVERS_LICENSE_STATE": "NV", "ADDR_TYPE": "MAILING", "ADDR_LINE1": "123 E Main St", "ADDR_CITY": "Henderson", "ADDR_STATE": "NV", "ADDR_POSTAL_CODE": "89132", "DATE": "7/16/19", "STATUS": "Active", "AMOUNT": "500"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1009", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Edward", "DATE_OF_BIRTH": "3/1/1970", "SSN_NUMBER": "294-66-9999", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1304 Poppy Hills Dr", "ADDR_CITY": "Blacklick", "ADDR_STATE": "OH", "ADDR_POSTAL_CODE": "43004", "EMAIL_ADDRESS": "Kusha123@hmail.com", "DATE": "1/7/18", "STATUS": "Active", "AMOUNT": "600"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1010", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Eddie", "DATE_OF_BIRTH": "Mar 1 1970", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1304 Poppy Hills Dr", "ADDR_CITY": "Blacklick", "ADDR_STATE": "OHIO", "DATE": "1/8/16", "STATUS": "Inactive", "AMOUNT": "700"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1011", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Knight", "PRIMARY_NAME_FIRST": "Ed", "DATE_OF_BIRTH": "3/1/70", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1602 Brenville Pl", "ADDR_CITY": "San Francisco", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "94105", "DATE": "10/9/15", "STATUS": "Terminated", "AMOUNT": "800"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1015", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Mary ", "DATE_OF_BIRTH": "10/27/76", "SSN_NUMBER": "293-90-9090", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1304 Poppy Hills Dr", "ADDR_CITY": "Blacklick", "ADDR_STATE": "OH", "ADDR_POSTAL_CODE": "43004", "PHONE_TYPE": "HOME", "PHONE_NUMBER": "512-353-8633", "EMAIL_ADDRESS": "Kusha123@hmail.com", "DATE": "1/10/18", "STATUS": "Active", "AMOUNT": "900"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1016", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Marie", "DATE_OF_BIRTH": "10/27/76", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1304 Poppy Hills Dr", "ADDR_POSTAL_CODE": "43004", "DATE": "1/11/18", "STATUS": "Active", "AMOUNT": "100"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1017", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Mary ", "SSN_NUMBER": "293-90-9090", "DATE": "1/12/18", "STATUS": "Active", "AMOUNT": "200"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1018", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Marie", "DATE_OF_BIRTH": "10/28/76", "PHONE_TYPE": "HOME", "PHONE_NUMBER": "512-353-8633", "DATE": "1/13/18", "STATUS": "Active", "AMOUNT": "300"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1019", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Mark", "DATE_OF_BIRTH": "9/28/97", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1304 Poppy Hills Dr", "ADDR_CITY": "Blacklick", "ADDR_STATE": "OH", "ADDR_POSTAL_CODE": "43004", "EMAIL_ADDRESS": "Kusha123@hmail.com", "DATE": "1/14/18", "STATUS": "Active", "AMOUNT": "400"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1020", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kusha", "PRIMARY_NAME_FIRST": "Marsha", "DATE_OF_BIRTH": "9/28/97", "SSN_NUMBER": "201-77-7719", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1304 Poppy Hills Dr", "ADDR_CITY": "Blacklick", "ADDR_STATE": "OH", "ADDR_POSTAL_CODE": "43004", "EMAIL_ADDRESS": "Kusha123@hmail.com", "DATE": "1/15/18", "STATUS": "Active", "AMOUNT": "500"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1022", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Antoun", "PRIMARY_NAME_FIRST": "Mohamed", "DATE_OF_BIRTH": "1/7/80", "DATE": "1/16/18", "STATUS": "Active", "AMOUNT": "600"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1023", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Antoun", "PRIMARY_NAME_FIRST": "Muhammed", "DATE_OF_BIRTH": "1/7/80", "DATE": "1/17/18", "STATUS": "Active", "AMOUNT": "700"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1025", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Anderson", "PRIMARY_NAME_FIRST": "Darla", "DATE_OF_BIRTH": "1/7/80", "DATE": "1/18/18", "STATUS": "Active", "AMOUNT": "800"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1026", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Anderson", "PRIMARY_NAME_FIRST": "Darlene", "DATE_OF_BIRTH": "1/7/80", "DATE": "1/19/18", "STATUS": "Active", "AMOUNT": "900"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1028", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Dobbins Jr", "PRIMARY_NAME_FIRST": "David", "ADDR_TYPE": "MAILING", "ADDR_LINE1": "1450 N City Rd Suite 900", "ADDR_CITY": "Arlington", "ADDR_STATE": "VA", "ADDR_POSTAL_CODE": "23208", "DATE": "1/20/18", "STATUS": "Active", "AMOUNT": "100"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1030", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Garski", "PRIMARY_NAME_FIRST": "Luis", "DATE_OF_BIRTH": "3/25/89", "ADDR_TYPE": "MAILING", "ADDR_LINE1": "445 Overpass Rd ", "ADDR_CITY": "San Ramon ", "ADDR_STATE": "CA ", "ADDR_POSTAL_CODE": "927230000", "DATE": "1/21/18", "STATUS": "Active", "AMOUNT": "200"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1031", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Garsky", "PRIMARY_NAME_FIRST": "Louis", "DATE_OF_BIRTH": "3/25/89", "ADDR_TYPE": "HOME", "ADDR_LINE1": "445 Overpass Rd San Ramon", "DATE": "1/22/18", "STATUS": "Active", "AMOUNT": "300"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1032", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Shaw", "PRIMARY_NAME_FIRST": "Daniella", "DATE_OF_BIRTH": "20/8/1991", "PHONE_TYPE": "HOME", "PHONE_NUMBER": "202-321-3212", "DATE": "1/23/18", "STATUS": "Active", "AMOUNT": "400"}
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-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1098", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Sanchez Mendoza", "PRIMARY_NAME_FIRST": "Marie", "ADDR_TYPE": "MAILING", "ADDR_LINE1": "PO BOX 12987", "ADDR_CITY": "Chicago", "ADDR_STATE": "IL", "ADDR_POSTAL_CODE": "60611", "PHONE_TYPE": "MOBILE", "EMAIL_ADDRESS": "mickey@mmail.com", "DATE": "1/25/18", "STATUS": "Active", "AMOUNT": "300"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1099", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Aguilar", "PRIMARY_NAME_FIRST": "Anna Maria", "GENDER": "Female", "ADDR_TYPE": "HOME", "ADDR_LINE1": "1812 Overture way", "ADDR_CITY": "Chicago", "ADDR_STATE": "IL", "PHONE_TYPE": "MOBILE", "EMAIL_ADDRESS": "mouse@mmail.com", "DATE": "1/26/18", "STATUS": "Active", "AMOUNT": "400"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1100", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Aguilar", "PRIMARY_NAME_FIRST": "Anna", "PRIMARY_NAME_MIDDLE": "Marie", "GENDER": "Unknown", "ADDR_TYPE": "HOME", "ADDR_LINE1": "9881 Freedom way", "ADDR_CITY": "Chicago", "ADDR_STATE": "IL", "PHONE_TYPE": "MOBILE", "EMAIL_ADDRESS": "mouse@mmail.com", "DATE": "1/27/18", "STATUS": "Active", "AMOUNT": "500"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1101", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Miller", "PRIMARY_NAME_FIRST": "Mark", "EMAIL_ADDRESS": "mark@marksfoods.com", "DATE": "1/28/18", "STATUS": "Active", "AMOUNT": "600"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1102", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Milner", "PRIMARY_NAME_FIRST": "Mark", "EMAIL_ADDRESS": "mark@marksfoods.com", "DATE": "1/29/18", "STATUS": "Active", "AMOUNT": "700"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1103", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Becker", "PRIMARY_NAME_FIRST": "Anabella", "GENDER": "U", "DRIVERS_LICENSE_NUMBER": "823123", "DRIVERS_LICENSE_STATE": "TX", "DATE": "1/30/18", "STATUS": "Active", "AMOUNT": "800"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "1104", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Becker", "PRIMARY_NAME_FIRST": "Annabelle", "GENDER": "F", "DRIVERS_LICENSE_NUMBER": "823123", "DRIVERS_LICENSE_STATE": "Texas", "DATE": "1/31/18", "STATUS": "Active", "AMOUNT": "900"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2011", "RECORD_TYPE": "ORGANIZATION", "PRIMARY_NAME_ORG": "Hajah Mamunah (Jln Pisang)", "ADDR_TYPE": "BUSINESS", "ADDR_FULL": "#01-11, HillV2, 4 Hillview Rise, 667979", "ADDR_COUNTRY": "Singapore", "DATE": "1/31/18", "STATUS": "Inactive", "CATEGORY": "Platinum"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2031", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "\u1782\u17b9\u1798", "PRIMARY_NAME_FIRST": "\u178f\u17b6\u179a\u17b6", "ADDR_TYPE": "PRIMARY", "ADDR_FULL": "Street 128 Phnom Penh Cambodia", "DATE": "3/15/1992", "STATUS": "Active", "CATEGORY": "Gold"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2032", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kim", "PRIMARY_NAME_FIRST": "Dara", "ADDR_TYPE": "PRIMARY", "ADDR_LINE1": "Street 128 ", "ADDR_CITY": "Phnom Penh", "ADDR_COUNTRY": "Cambodia", "DATE": "3/12/1998", "STATUS": "Active", "CATEGORY": "Silver"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2042", "RECORD_TYPE": "ORGANIZATION", "PRIMARY_NAME_ORG": "Mullenkrants ", "SECONDARY_NAME_ORG": "Autoworks", "ADDR_TYPE": "PRIMARY", "ADDR_LINE1": "Hardenbergstrasse 87", "ADDR_POSTAL_CODE": "66879", "ADDR_COUNTRY": "Germany", "DATE": "3/15/2019", "STATUS": "Terminated", "CATEGORY": "Platinum"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2063", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_FULL": "Alexander Pavlovich Vasiliev", "PHONE_NUMBER": "481-285-6234", "DATE": "1/15/2000", "STATUS": "Active", "CATEGORY": "Platinum"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2072", "RECORD_TYPE": "ORGANIZATION", "PRIMARY_NAME_ORG": "Univrsl Export Inc", "ADDR_TYPE": "BUSINESS", "ADDR_LINE1": "100 Howard Hughs Plaza", "ADDR_CITY": "Las Vegas", "ADDR_STATE": "NV", "ADDR_POSTAL_CODE": "89111", "PHONE_NUMBER": "800-111-1234", "DATE": "6/15/2005", "STATUS": "Active", "CATEGORY": "Silver"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2073", "RECORD_TYPE": "ORGANIZATION", "PRIMARY_NAME_ORG": "Worldwide Exports ", "ADDR_TYPE": "REGISTERED", "ADDR_LINE1": "Chrysler Building, 405 Lexington Avenue", "ADDR_CITY": "New York", "ADDR_STATE": "NY", "ADDR_POSTAL_CODE": "10174", "DATE": "12/10/2020", "STATUS": "Active", "CATEGORY": "Platinum"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2142", "RECORD_TYPE": "ORGANIZATION", "PRIMARY_NAME_ORG": "Singapore exports", "ADDR_TYPE": "PRIMARY", "ADDR_FULL": "133 New Bridge Road, Chinatown Point, Singapore 059413", "ADDR_COUNTRY": "Singapore", "DATE": "2/4/2012", "STATUS": "Active", "CATEGORY": "Silver"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2152", "RECORD_TYPE": "ORGANIZATION", "PRIMARY_NAME_ORG": "India Exports", "ADDR_TYPE": "PRIMARY", "ADDR_FULL": "Mullanpara Road, Old Vythiri, Vythiri, Wayanad, 673576, India", "DATE": "3/1/2010", "STATUS": "Active", "CATEGORY": "Gold"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2171", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Anderson", "PRIMARY_NAME_FIRST": "Andrew", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2172", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Anderson", "PRIMARY_NAME_FIRST": "Andy ", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2181", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Anderson", "PRIMARY_NAME_FIRST": "Anna", "PHONE_NUMBER": "702-221-2211", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2182", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Anderson", "PRIMARY_NAME_FIRST": "Annabelle", "PHONE_NUMBER": "702-221-2211", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2191", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Muir", "PRIMARY_NAME_FIRST": "Jim", "DATE_OF_BIRTH": "1997-11-12", "ADDR_LINE1": "12396 Austin Rd", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2192", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Muir", "PRIMARY_NAME_FIRST": "Jane", "DATE_OF_BIRTH": "1999-12-10", "ADDR_LINE1": "12396 Austin Rd", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2193", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Muir", "PRIMARY_NAME_FIRST": "J", "DATE_OF_BIRTH": "1999-12-10", "ADDR_LINE1": "12396 Austin Rd", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2201", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Swarm", "PRIMARY_NAME_FIRST": "Jorg", "ADDR_LINE1": "127 14th Ave", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2202", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Barge", "PRIMARY_NAME_FIRST": "Jorge", "ADDR_LINE1": "4362 Belmont Lane", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2203", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Gray", "PRIMARY_NAME_FIRST": "Gaston", "ADDR_LINE1": "1376 BlueBell Road", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2204", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Howard", "PRIMARY_NAME_FIRST": "Henry", "ADDR_LINE1": "538 Blanco St", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2205", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Inverness", "PRIMARY_NAME_FIRST": "Inez", "ADDR_LINE1": "2516 BentTree Ln", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2206", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Jackson", "PRIMARY_NAME_FIRST": "Julia", "ADDR_LINE1": "319 Cody Road", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2207", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kellar", "PRIMARY_NAME_FIRST": "Kandace", "ADDR_LINE1": "1824 AspenOak Way", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2208", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Leonard", "PRIMARY_NAME_FIRST": "Leslie", "ADDR_LINE1": "4362 Belmont Lane", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2209", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Miller", "PRIMARY_NAME_FIRST": "Millie", "ADDR_LINE1": "1376 BlueBell Road", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2210", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Nice", "PRIMARY_NAME_FIRST": "Nelson", "ADDR_LINE1": "319 Cody Road", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2211", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Otter", "PRIMARY_NAME_FIRST": "Otto", "ADDR_LINE1": "1824 AspenOak Way", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2212", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Pemberton", "PRIMARY_NAME_FIRST": "Penny", "ADDR_LINE1": "1824 AspenOak Way", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2213", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Kellar", "PRIMARY_NAME_FIRST": "Candace", "ADDR_LINE1": "1824 AspenOak Way", "ADDR_CITY": "Elmwood Park", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95865", "EMAIL_ADDRESS": "info@ca-state.gov"}
-{"DATA_SOURCE": "CUSTOMERS", "RECORD_ID": "2214", "RECORD_TYPE": "PERSON", "PRIMARY_NAME_LAST": "Sanders", "PRIMARY_NAME_FIRST": "Sandy", "ADDR_LINE1": "1376 BlueBell Rd", "ADDR_CITY": "Sacramento", "ADDR_STATE": "CA", "ADDR_POSTAL_CODE": "95823", "EMAIL_ADDRESS": "info@ca-state.gov"}
diff --git a/middleware/sample-data/hemingway.txt b/middleware/sample-data/hemingway.txt
deleted file mode 100644
index 95a12f8..0000000
--- a/middleware/sample-data/hemingway.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-It was very late and everyone had left the cafe except an old man who sat in the
-shadow the leaves of the tree made against the electric light. In the day time the
-street was dusty, but at night the dew settled the dust and the old man liked to sit
-late because he was deaf and now at night it was quiet and he felt the difference.
-The two waiters inside the cafe knew that the old man was a little drunk, and while
-he was a good client they knew that if he became too drunk he would leave without
-paying, so they kept watch on him.
diff --git a/middleware/testutils.py b/middleware/testutils.py
deleted file mode 100644
index 896032e..0000000
--- a/middleware/testutils.py
+++ /dev/null
@@ -1,73 +0,0 @@
-import json
-import sys
-import time
-import boto3
-
-# Primary function of interest here is load_dat(), which loads data from
-# sample-data/customers.jsonl into SQS.
-
-# Suggestion: set custom values for these in a REPL.
-AWS_PROFILE_NAME = None
-Q_URL = None
-
-#------------------------------------------------------------------------------
-
-def make_boto_session(fpath=None):
-    '''fpath is path to json file with keys:
-        - aws_access_key_id
-        - aws_secret_access_key
-        - aws_session_token
-        - region
-    (Same keys should typically be present in .aws/credentials file
-    if using profile.)'''
-    if fpath:
-        return boto3.Session(**json.load(open(fpath)))
-    else:
-        return boto3.Session(profile_name=AWS_PROFILE_NAME)
-
-def make_sqs_client(boto_session):
-    return boto_session.client('sqs')
-
-def init():
-    sess = make_boto_session()
-    sqs = sess.client('sqs')
-    return sqs
-
-def make_q(name):
-    sqs = init()
-    # defaults: standard, 30 visibility timeout
-    return sqs.create_queue(QueueName=name)
-
-#------------------------------------------------------------------------------
-
-def slurp_cust_data():
-    fname = 'sample-data/customers.jsonl'
-    f = open(fname)
-    return list(map(json.loads, f.readlines())) 
-
-#------------------------------------------------------------------------------
-
-def send_rcd_to_q(rcd, sqs, q_url):
-    # TEMP
-    #time.sleep(1)
-    print(rcd)
-
-    pyld = json.dumps(rcd)
-    resp = sqs.send_message(QueueUrl=q_url, MessageBody=pyld)
-    return resp
-
-def empty_q(sqs, q_url):
-    return sqs.purge_queue(QueueUrl=q_url)
-    
-def load_dat():
-    '''Load some test data into SQS.'''
-    sqs = init()
-    dat = slurp_cust_data()
-    return [send_rcd_to_q(r, sqs, Q_URL) for r in dat]
-
-def _get_1_msg(sqs, q_url):
-    resp = sqs.receive_message(QueueUrl=q_url, MaxNumberOfMessages=1,
-                               WaitTimeSeconds=POLL_SECONDS)
-    print(resp)
-    return resp
-