Error code:   ConfigNamesError
Exception:    AttributeError
Message:      'str' object has no attribute 'items'
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 690, in get_module
                  config_name: DatasetInfo.from_dict(dataset_info_dict)
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 284, in from_dict
                  return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names})
                                                 ^^^^^^^^^^^^^^^^^^^^^^^
              AttributeError: 'str' object has no attribute 'items'

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Australia Business Email Database — Market Intelligence Dataset

1,800,000 verified Australia contacts are available from LeadsBlue →. This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Australia segment.

At a glance: A research dataset describing the Australia Business Email Database market: verified-contact volume, industry distribution, outreach benchmarks, and regulatory framework, published by LeadsBlue Research under CC BY 4.0.

Key figures

Metric	Value
Verified contacts in segment	1,800,000
Typical email open rate	18-26%
Typical email reply rate	3-7%
Best send days	Tuesday, Wednesday, Thursday
Best send time (local)	09:00-11:00 AEST
Geography	Australia
Industry verticals benchmarked	14
License	CC BY 4.0

📥 Get the full Australia Business Email Database — individual verified business records, ready to use: Download from LeadsBlue →

Market overview

Australia has approximately 2.5 million actively trading businesses and is among the most digitally advanced economies in Asia-Pacific. Sydney is the financial capital and the headquarters of most ASX-listed companies; Melbourne is the cultural and professional services capital with a large legal, accounting, and consulting ecosystem; Brisbane is the fastest-growing major city and a hub for construction, resources, and agribusiness. Perth is the gateway to Western Australia's vast mining and resources sector. The Australian B2B market is heavily concentrated in financial services, professional services, healthcare, mining, and construction — with a growing technology sector centred in Sydney's CBD, Pyrmont, and Melbourne's CBD.

Primary business hubs: Sydney, Melbourne, Brisbane, Perth, Adelaide.

Outreach benchmarks & strategy

Australian B2B buyers are direct and friendly by temperament but sophisticated in their purchasing decisions. They respond to clear, honest copy — the Australian cultural aversion to pretension means that corporate jargon and inflated claims will be dismissed. Social proof from Australian clients in the same industry is highly valued. The Spam Act allows inferred consent when a business email is published in connection with a professional role, making targeted outreach to company website and LinkedIn-sourced emails generally permissible. Send times peak Tuesday to Thursday between 9am and 11am AEST.

Files in this dataset

File	Contents
`data/market_overview.csv`	Segment-level metrics: contact volume, benchmark rates, send timing
`data/industry_benchmarks.csv`	Open/reply benchmarks across 14 industry verticals
`data/compliance.csv`	Regulatory framework, business culture, decision-maker profile, hubs

Methodology

Statistics are derived from LeadsBlue's verified database counts combined with published market baselines. This dataset contains aggregate figures only; it includes no individual contact records.

How to cite

LeadsBlue Research. (2026). Australia Business Email Database — Market Intelligence Dataset. Derived from the B2B Cold Email Benchmark Report 2026 (https://doi.org/10.5281/zenodo.20136256). CC BY 4.0. Source: https://leadsblue.com

@dataset{leadsblue_australia_business_email_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Australia Business Email Database -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/australia-business-email-leads-database/}
}

Source & full dataset

This aggregate dataset is published by LeadsBlue Research. The full verified business email list — with individual business contact records — is available at Australia Business Email Database.

Related resources: Benchmark report (Zenodo) · Research hub · Interactive tools

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